{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "303e60ce-d72d-4050-979f-55be987e45c5",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-04-29T07:15:19.722528Z",
     "start_time": "2025-04-29T07:15:19.428200Z"
    }
   },
   "outputs": [],
   "source": [
    "import numpy as np     #只需要下载numpy库即可\n",
    "import random\n",
    "import GridWorld_v3\n",
    "from draw import draw  #绘图函数\n",
    "from ExperienceReplayBuffer import ExperienceReplayBuffer\n",
    "import tqdm"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "57abf949-abcf-4fb5-bfdc-806caad09512",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-04-29T07:15:19.726358Z",
     "start_time": "2025-04-29T07:15:19.722528Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "⬜️⬜️⬜️⬜️⬜️\n",
      "⬜️🚫🚫⬜️⬜️\n",
      "⬜️⬜️🚫⬜️⬜️\n",
      "⬜️🚫✅🚫⬜️\n",
      "⬜️🚫⬜️⬜️⬜️\n"
     ]
    }
   ],
   "source": [
    "rows = 5      #记得行数和列数这里要同步改\n",
    "columns = 5\n",
    "gridworld = GridWorld_v3.GridWorld_v3(forbiddenAreaScore=-10, score=1,desc = [\".....\",\".##..\",\"..#..\",\".#T#.\",\".#...\"]) \n",
    "gridworld.show()\n",
    "trajectorySteps = 1000"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "1c8ea9d9-44f9-49e4-a0f8-615d926ac727",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-04-29T07:15:20.206265Z",
     "start_time": "2025-04-29T07:15:19.726867Z"
    }
   },
   "outputs": [],
   "source": [
    "policy = 0.2 * np.ones((rows*columns,5))\n",
    "episodes = [gridworld.getTrajectoryScore(nowState = 10,action = random.randint(0,4),policy = policy) \n",
    "            for i in range(500)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "4fc68eca-1d13-4ca4-969a-8d5a3d57ab95",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-04-29T07:15:20.832328Z",
     "start_time": "2025-04-29T07:15:20.206265Z"
    }
   },
   "outputs": [],
   "source": [
    "experiencePool = ExperienceReplayBuffer(max_size=10000)\n",
    "policy = 0.2 * np.ones((rows*columns,5))\n",
    "episodes = [gridworld.getTrajectoryScore(nowState = 10,action = random.randint(0,4),policy = policy) \n",
    "            for i in range(500)]\n",
    "for trajectory in episodes:\n",
    "    for exp in trajectory:\n",
    "        experiencePool.add_expericence(exp)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "e0f17601-37c5-4e01-8aa0-1c7efe583937",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-04-29T07:15:20.835924Z",
     "start_time": "2025-04-29T07:15:20.833331Z"
    }
   },
   "outputs": [],
   "source": [
    "action_values = np.random.rand(25,5)\n",
    "learning_rate = 0.01\n",
    "gamma = 0.99\n",
    "batch_size = 500"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "d73b8efc-401a-4865-9813-59244842873b",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-04-29T07:15:22.300047Z",
     "start_time": "2025-04-29T07:15:20.835924Z"
    }
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "  0%|          | 0/1000 [00:00<?, ?it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "➡️⬆️🔄⬆️➡️\n",
      "⬆️⏪⏬➡️⬅️\n",
      "🔄🔄🔄🔄⬅️\n",
      "⬅️⏩️✅⏩️➡️\n",
      "⬆️⏬🔄⬅️⬇️\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 10%|█         | 102/1000 [00:00<00:01, 531.93it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "➡️➡️🔄⬅️⬅️\n",
      "⬆️⏫️⏫️⬆️⬆️\n",
      "⬆️⬅️⏬⬆️⬇️\n",
      "⬆️⏩️✅⏪⬇️\n",
      "⬆️⏩️⬆️⬅️⬅️\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 36%|███▋      | 365/1000 [00:00<00:00, 645.08it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "➡️➡️➡️⬇️⬇️\n",
      "⬆️⏫️⏩️➡️⬇️\n",
      "⬆️⬅️⏬➡️⬇️\n",
      "⬆️⏩️✅⏪⬇️\n",
      "⬆️⏩️⬆️⬅️⬅️\n"
     ]
    },
    {
     "data": {
      "image/png": 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tkpHS3Nzc7750JdAK4Y4TTjjB6fF7770nrBvjxo1zso7QjUJ++OGHLtHhONnTzWMymTB//nx888034jFjUjzhV7/6lRAcCkcddRR++ukn8byjdWfmzJn4+eefnV7rOIb6+npYLBbMnTsXb7/9do/34XlWBAehFeWss84S54av43scEgTCPWLDIYMUHRKJ5LCHmStciXNiZgyCtxNeS0uL+JmQkNDvvjz2okWLPDpufn6+iC/pzTJSVVXV9W9m4jD2gwKhra3NaT9vRAcnf0eU1zGWxPV5CgtH6EZ55JFHsHnzZqeYE0cR4xg/48qYMWPE2Kurq4WL51BAuleckYGkEonksIYT8imnnCICJb/++mvk5OR4fQy6CgiDPQMJ4zGYTcNaIO42uj8Ut87xxx8vrCF0ZXzxxRfi97feemvXcTylN8Hl7nnHQNJVq1aJeA5achifQRcNx3DJJZf0CDiVBJ+nn35auMD4edBaxViZ3qBVjC7FkSNHiv2nTp0qvguu0PVIt5wSKMxrky4yb5CWDolEctjS0dGBM844Q8QiMHaCGR/eQlcAYy9iY2Od4i4CASeBLVu2CEHhzlqgQJcELQuffvqpk6WC7hdX+jqOP3zwwQdiwqI7h4Ghjlk1vVlxXOHnwPPoaczLQCAclo4lS5aIlPDnnntOCA4GEJ900knYs2ePyG5yhXE+TBF/8cUXhSuPn+E555wjYoamT58u9qFV69hjj8Vxxx2Hr776SnxG/AyZyeQN0tIhkUgOSygWWJeD7gjGTjDGwJdjMPuCLhD+ZKXSQMKiY1xdcjJwpb29XQSlOlohHC0KtOC4m/BZfZVWnUDDMVDQ8JwoHDhwwCnDxhGe902bNnU9Li4uxieffIITTzzx0InnCFPK7OOPP47rrrsOV199tRDSFB8Ucwz8dcfrr7+Oe+65B6eeeipGjBiBG264Qfz7scce69qHNWjoYuM1NWvWLOTl5YnPisLYG6SlQyKRHJbcfvvtwjJAS0ddXV2PYmCu2R2cxJV9GHegVCSla4OZFw8//HDAx8gy6++++67IVKHVgitNTuoMeuXzXJEyoJM3f9Yc4d/CLBPGmFCocFVbXl7udEwGbzILhbEXdAdxHyUw1R8YE8PJjhkzdKkw3oQmfr7H1q1be+zPDByuvh1TZglTdSXuaWpqcnrM8+ZoVSJMVWaA79133931HEv3M46IQs8dtJLRSuUI3SdM1Vbgd4WfF1OgmSk1ePBg4d6juPEGKTokEslhCYMdFdeEu2wSV9FRUlIiRICSrZKdnS2sI5zAXbNOAgUnC1oKWJfjtddew0cffSRWrFyN/v73vxeBl4SppgyApZn8jjvuEEGYXK3SBH7NNdc4HZMpqUVFRfj73/8usm2Y4RII0cFjvPTSS6JK6y233CJWwlwd09rhTnTwfXn+KDIOHjwoVuQsUMaS9IcSgXSvDHEJ5mXg8AMPPOD0HON6KExd66/wMcWqOygmKBjnzZsnLBfLli0TgtrRalVQUCCudbptaBVh7yIKRopdb7K9VDYZ4SORSCSSEEI3DNOTWcX1ULZKMMPn6+1XIS7BufKtt7Q2G3HypFeEC8rRhefO0lFWViasEIzHcHQZsoIsLRTr1q3rcXxmC9FiQfHNz4bCg5YRumPoxiMUF7Sq8bgKFB0UH71ZUNwhYzokEolEIhkAXWYTExOdNlfBQVj4jTExrKzrCB/3loZMixgtaowRohWMFhFa82hRU6BlzzXQmjVkaKXyBik6IgimtVFVMqLebDbLNDOJRCKReAUtEozboYvEcW7h4/6CpRnXQSsJ5x9mI7FYmwLjiZj94pptNGzYMK/GJ2M6IgCKC/rO+EFTcPAxTVz057KHAjcqVyU6XCKRSCQDg3C0tr/ttttEnAXdIcw0YcosrRjMZiEsXU9x8eijj4rHdLkwS2ratGniJ+NEKFToklFgzRdWv2XvHWZVse4H+/Jw8wYpOsIMBQYLs1B0MDqewToMFGODJZrP+DyjkQlFCYUHU96kCJFIJAOVw8mKG446HYsXLxZxGgwaZrVdigkW+1KCS+kS4aJWgYtdBiFz/qFbhemyTKPlPKRw5JFHikBmZsWwkBgDhSlm2NzPG2QgaRihoFAEBy8CpuBRfVJksBALRQaFBz94bryIqD6ZgqZYQnQ6nRAftIbwsRQhEolEEjmBpF9sC0wg6WmTXxEL00DXggk10tIRBqjzKCi4MT+aJZSZ908lSSuHAuM7KD640eTF/emv4795MVORKilNjiJEccdIESKRSCSHn3slkpGiI8TQUkHrBn/W1tZi27ZtSE1NFb4yigXFlUKxQAHCjdYPChVGFFOcMLeelhE+p1hBFBFCM5nyesUCIkWIJFzwOmcKHxuhyWtPMtDhPZf3X/bncXRP9Pka2fDNCSk6QnixKoKD1glWMaRwYMoRRQVvyH15uvh7Wjn4k7XxuS+rDrKcMS0hTHMijiKEsR+0jiivlyJEEmooOFwLGkkObXIzMnHx8Sd2PX71my9QVV93SI2H9TJyc3MDMLrDDyk6QhwsSpcJq/Px30xfonXCkb7Eh+Pv+G+uHrnxpq4ocEWEFBYWin3YjEcRIixry/elNYSCwzU7RooQSaBRWr2PeeQSaKL982sHiqQYRBTpETYekmP/2HxikCYJJ8TYm4QRzQXJqLM2+zWebD/Gk6ZKwjGa7vFkX5WMRvg2HkOrEX89762u69oTpHvFGSk6goyjdYO9CHbs2CGKrNBaEcimRhQLSsEYdpnk+1KEUICwLC4tK3w/RxHCwjIcF+NK3KXoShEi8Rfl+qHg0MREhujQRtgkr+sO44oY9H6MSafSQ63tdj3oYnTQ2/z77KPjfH8t31tj6x5PlF6HaJV/4/HmvijdK85I0RGC2hsUHSyiwtQlNjnqrSpcf/TngnGEgoEuFm7Dhw8XIoTR1BQhFD/MlKG4cBQhdN9wvHwfd+4Y5XmJRCKRSHxBio4gu1NobWCwKCduVnSjiyMcUIQo4oL51RybIkIohiiKKDpcRQj/DilCJBKJxDeke8UZKTqCWHuDQXQsG8sysayt4Wm0cyAsHf2huFq4KeNmDjhFiDJuul8cRQjTcV1FiFInRHHHSCQSiaQb6V5xRoqOINTeYNrrrl27RFDnjBkzkJaWhkiHooGpu9wI/w5FhLClN/8epVKqsikWHeKuZLsUIRKJ5HBHWjqckaIjADBeoq6uTmSmcNJldgqjm+lOoYsiUATS0tEf/DsolhTBRHGhiBCm+u7cuVOk5LqKEAouChbWIGFWjRQhEolEIlGQoiNAtTcYnFleXi6Ex+jRo4VLJdDxDuGMn6AbhS2TuRH+zRQgtOYcOHBANBNi+i/dMYxbyc/PFwGzFCGKO0ZaQiTBQq/SwGizV+eNBCJtPDpoYELkjOdwQrpXnJGiI0ClzFmanD/Z0Y8ZI8F830iAImTQoEFiI0q/GIoQpVrqL7/80hUTQsuPYglxJ0L4UwalSnwhRqXF5WmTUWpqwheN+8M9HESrtLgwaTLKzU34riX844lSaXFG7GRUWZqwsiP84znckO4VZ6To8LP2Bt0I7J3C1T23QAgOpbW9K5E8KdONxA6G3FgpdePGjcK9QiHCzBgKMgqP3kQIrR6ugamR/PdKIoNolQaXpU1Cli5ObFYb8FVT+CbWKJUGFyRNwiBtnNg4nmWt4RuPHhqcHjsJ6Zo4sVkBrJbCQxJGpOjwsfYGNxbcYjncCRMmiOcrKytDMoZIh2OkiKB7RalJwiqoSvM69pCh2GAhM0cRQjHnKEJc3TFShEhcydYlIFPXXTnqyLhs2GDD100FYRlPljZBiA2F6THZwji+rDU848nQJCBN0z2eSXr7+VnTEZ7xHK5E/l07dEjR4UPtDTZdY7Aon1NKmTPDI9iCYCBNuq5jjY6OFpVYufE8OYoQpuhSxFGEUIBQiPCcUoT0Vi1VihAJKTQ24IP63TgvZRzUsF8Ps+JyxE3+mzAIjyJTAz5r2o0zEsdB1Tme6TH28XwfBuFRamnA0rbdWBTbfX4m63PETyk8QhjT4a97BYcOUnR4gLIC509aM5i5wSZtY8eO7QqG5M9QWCEGiqWjL0HA3ynuKHZr5P4MwFVECONjKO7oqlJECDNlpAiRuGNXRy0+rN+Dc1PGdk2sR8XZJ9ZwCI+9xlp83rQHpyeO7RIeMzqFxw9hEB4F5losa9uD42PHOgkPjudHKTwkIUaKDg/cKbRwcCXOglnMUpkyZUpXAKUCJzxOisFkoEyq3goj/l2sAcKNYo6vZzaM0ryOLiw+55ieSxFCAUIxSKQICR5PP/00/vGPf4jKtVOnTsVTTz0lAqYDgaGqESWvLYeltUP0Zxl8+XxE59hrxSjYrDZUfLQWLTuL+UFDGxeFnEvmIWqQPX7KWNeCr5Z8jeKELFy18GTE5KQiOjtVCA8rbPiuqdDj8bRXNmLvf5fD1NIBbYweo381H3GDe46n8N21qN9WDJVGDV18FEZdOQ8xmUmo316MA++txy8UH3ljcNkxx0MbpUPazDwcIYSHDctbPR9PS3kjfn5mOQzNHdDF6nHEDfOROKTneLa9sRZVW+zj0cdHYfqv5yE+y35+9n6yGUtX7sXG0eNx+YKTkD42G9FJMZhC4WGz4SeD5+NxpaG0EUsfX472pg5Exelx/K3zkTE8qcf4Vr+0Fgc3FcNqsSJ7fBYW3DgHGp3/vadqihvx3l+Wo7WhA9Hxelxwz3xk5vU8P8U7K9FQ1QoG2XyVvxZHXTceWp0GFfvr8Mm/VqO1vh1qjRq54zNw1m1zoIsK3NQos1eckaLDA3cKy4WzlDmDJVl7g64CV6Slw3NLR3/wtXSvcGP7aB6PwamKCCkqKhL7KQKEFhF3IkQJSqUQkc3rfGPJkiW47bbb8Nxzz+Goo47CE088gZNOOkkIcFfh7Qtlb69C6rHjkHLMWDRuKkDp6ysw8g/nOO3TvK0IbfsrMOqe88WkWvXVJlR+ugFDr10kro2DL3yLjBOnoXnGCPwQY8FZsd0dQI+Js4vYpc0HPBrPvldXIWv+OGTOGYuajQXIf2kFpt3nPJ66zUVoyq/A9AfPF43NDn62CUUfbMC43y5CyqQhYiP8pr774Y+46uTTu147M2awEB4rWj0bzy//XYXhx4/DsAVjUbq2AD8/uwLH/cV5POU/F6FuTwUW/s0+nt0fbsLOdzZg1i2L0HCgBgXf7cSif14AbbQOK7YXYP5uIPeoEeK1U6Ps41lr8Gw8rvzwn1WYePI4jD9hLPatLsCyf63AuCfznM/pqv2o3l+DxU+eK8b3w1OrsOXT7Zhx3lT4y0f/XIVZZ4zDEaeOxbYfCvDeX1bgphedz8+25QVIikrCpPl54h7w/r6l+PG97Zh3yVRo9RqcecuxyB6VJgTROw99jxVvbsaia2YiUMjsFWek6OinlDljNVhzgv1KRo4c2evEFYrCXaEsDhZO0eEKj8VAU27MiOHx2dNGESGFhYViHyUolSKEVhPGjSivV0SI7KDrHY8//jiuu+46XH311eIxxccXX3yBl19+GXfddZfXxzsreTSmxmSKf1tNZjSenYHko8bYr+3T5qAxIx8JycOcOtIa9VPRnnksErOHARo12heOFjN6bHYmTA2taP/VECROGd7re86Oz4UFNvzQbBerjpwSPxoTozvHYzSj+swMZB47hhcNcNIcVCXmIy3OeTyGGVPRknosUtOHCRHUPG+0eD4h3X4cBYvBjJpx6YjLSnZ6/siYXFhsNqxu6zme42JGY6zOfhyL0YxTTsvA0Pmd5+eEOSiOzke2dpiweii0TpmKhvhjkZ1oH0/9saNhmw2kJWbCmNeBiusmIicpD9ooLZqG1KG9vs3pPadF2c/PBkPP8fRFW0M7qvKrcdYjp4rHI4/Nw8pn16C5qhkY3L1fXXE9hkwb3GXZGHbEEKx/62e/RUdLfTtKd1fjmsfs7z9pQR4+fWINakoakZ7bbW2pPliPxGPioFLbv+9503Pw7rPLhOhIH9K9n7B0jMtAZUG9X+OS9I0UHb3U3qDoYBt6WjmOOOKIrvLgvREK98pAIpgTOo/NoFNuQ4cOFeedIoQCpKamRmQVKb1lFGsIrVNShHgHrUY///wz7r777q7neJ4WLVqEn376ye1raG3ipsDvT29YDWaodd31Wfh/dZQWVqPJaZLXpSbA3NSGhvX5YlJV6bVInDxM/M7SZoBKq0HLnlJY2o1QR+kQmzdIuGocmRCd7lZ0uIoEjV5rFxydA9JEa2HpcB5PVFoCjA1tqPrJPh5NlBap0+zjcaSjogFRafFQ85gujI1Kdys6HDF32MfTdX5UgDZaC3OHyUl0xKYnoKO+DQdX5YuJk/tkHWEfjz4hGolDU1Hy4z6odRqoVSpkzewp0Ebq0r0WHS3VLYhLjRXvaR+fCvGD4tFW1+YkOlKHpWHLhz9iyhkTxd+zb/V+NFU2w18aq1qQkBYLjbb7/ZMz49FY2eIkOjKHp6KhokW4XdQaFfb8WIT6ip7vb2w3YePnu3HSbwLjOlSQ7hVnpOhwqb3Bn5y86E7hpDZ79myPSpkHwr3SX9fWgWTpCCU897RucBs+fLj4DJUOuozB2bdvnxAXjiKEzewUEUKRyX+z2qoUId1QwNHax9orjvAx057d8eijj+LBBx8M6DgsLe2wtBqQfOQoNglCe1ElWveXI37MYGF3Nje2IXHqcGhio2CoqEfL7lIkTXM28XfYzAEbj6m5HaZWAwYdMwoqjQbNBZVo2luOpPEOM60NaKtoROIo53OnYAjgeAxN7TC1GDBkziiotRrU76tE7e5yZEwcDFO7EW1VzcidPcpu6SiuQ9W2EuS4CA9jAMfjyqg5edhfdBAf/uEzaPVaYfVQa0oRKuhWSdodh11rioToSMlO7BJKCmaTBW/dvwyjjszFxHnO146/SPeKM4e96HAsZc4bLE31LOs9ZswYsYr2dOKRlo7guVe8hYJBERd0iylxORQhDIZksTIKSUWEcP+CggIceeSRXa93DUyVIsQzaBVhDIgCzztdYgq72mtRZ7aLPUu7AaUrV2LIKDVUnaK9ZMVyZKUeBZ26u7ZE7cod0MRFI7ndfuc1qppR+e0GDMleiNaqCjTnH0DWpGigGYiKBsY0tzldg00Wg0ir7S3TpN7SKT47DNi3YiXGju8cD2zYu2I58jKPgl7fPZ7ylTugjYtGhsE+ng5dMw5+vgFjhi7s2qe1pBala7di8qTjMRNxXVkspNlqEGm17igw1aKxczwmswGbVq7ErGnd49m4cjkmDTkKMR3d4ylcuQO6+GjkWmxgpfO2mGbs/HQDZo5ciLINBWiva8PIySqgA9CmAEm7W0VwpeJuaLEa8F2b+/H0RXxGPFrr2kQsBCdxEXtV1YLY1Fin/fg5HHXpTLGJc75iH1KH2btb+0PSoHg017bBYrYKawffv6GyBUmZ8c47qlQYPC5DbGTtms3IzOt+f77+7fuXITEtFmf8fjYCjbR0OHNYiw7HYFGudGndoEmZAXO0cnhDKAJJB4qlg0TSBK24WrgRft5K8zrWCOHEyPHSIqKIFbpeuF9vKbqHgwih5Yd/q2vROz5Wir65QgsSt97Ya6gTm0JBRT5Slqm6AkmrC7ZhlHY00NK9T039ATSvLsawkRqxkq9evhmt5WUY3jIa1hQT8letxIgjkxGfkogLDDnQxcU4CY5Xa7ehwdLt8nFkv7EO+9H5Xipga1U+9ixTdQWSlhRsQ33UaKC9ezyljQdQt6oYE8fbx1OyfDMaKspQ126P7SB7PvweSZmpODUquYfgWNKwDY1W9+MpMtehSBmPFlhbnY+ypaquQNK9B7ZBEzeaKTtdr8lvOYDKVcWYPdU+nr0/bEZ1dRnUxtEoNZZg15cbsWB2LGKjozG3JgdRcdFOguPT1m1otrkfT1/EJsdg/PRRqFxdjuz5g7F/TSHi0uOQMKg7kJdYTGZ0tBsQnRCF9sYOlC8txdzFR8Ff4lNikDMmHZu/zReBpNuXF2LkiMEYOjgTbVRYnZiNZlhsFmj0GpgNFqz9eJeI5xBjM1vx/eObMCgjBSfeMvOQ/05HAoet6HC0btCMzFLmjMZn/AYnlnAJgoEiKiLZ0tEfnEgZo6PE6dD6QQsXhQYDh3ft2iUCUR1TdHlNOIoQJSvGsW9MJP/NvkBrEL8Py5Ytw9lnn931veHjm266KSDvMfjiuSh5fTmqv90MdbQOuZctEM+XvrkCCZOHiQDR1HkTYahowP6/fCACSbWJMeJ1hDEcORfPRcWLy/C7k89GehYQN9bu5mi2GvFa7bYuS4YnjLpiLvJfXo7iLzaLbI/Rv7KPJ/9/K0TcRtr04cheOBFt5Q345f4P7CmqSTEYdbl9PMTcZkTL1jLc9+xvRYVShRarUQiOBqvn45l23Vz8/Oxy7Pl4M3SxOsy43j6eTc+vQPYRw5A9czhGnDgRzaUNWHbnByI7hOmw0661jyfnyOFo2F+NH+//DDeddj7iMm1Im2Q/P61WIz5r24Ymm+fjcSQe0Xjk9htRtLEYT9z+DprMrTj+Vvv4yraXI2FQvBAgpjYTPvi/T4TQyU5Ow/03/QbxwxPxvWkrOmCCP5zzf3NFyuwPr2/G4Kx0PP6nWxBni8F9Tz2PrBkpmDBnOAztJuzcyOwcfj9tmH7iKIw4lpVigZI1NThtyDwgGnj+xg/Q3N6GYZMzRdpsoJDuFWdUtkNhlvOjlDkzU1iMauLEiaJQla8wkHHdunUiyM5X2MeFlU6VTAxOivypxJRwhcmaFTNnBi6dKxhUV1eLSTxQtRyCDc8rxQYnWEIxqlhCuDFdlym5jiKEYkMRV44iRBEih4oIYcrslVdeieeff158nkyZfffdd0VMh2ushztoRWKszfh/XuUUjBnojq7sv5Kr657gKTherdmKOjeCIzkmKMNwGs/5iZOQo3MWHO80bHUrODKcvRFB6TB7etwkZGq6x0PB8WnbVjT2IoAGOxsrehCLKCzSTUGMym7VarcZsMy0Fa0wIEOVhIW6yV37fmvajHpbCxJVsTheNxl66MTzzbZ28RqDB8JjcD+G52hbFI6yTUE07OPpgAHrVVvRrjIgxZaEWbbu8fyk2owmVQvibbHieV3neNrQjnWqrTCqeh9PR6sRD578irg/9GcNV679NzZchdh4/679thYjLjvSs/eNdLSHqzuFxaeUCZ61N7iy9Qd/LB18HWMKuI0aNUqIDKaDsh4FM2iUlvGhqgVyqFs6XOHqXaksS2jxoGuBG+E1o3TQZbwPrx1+Jkq1VN4ElGvLUYQ4Nq9zPP5AYvHixUJE3nfffcIiNG3aNHz99dceCY5QoFOpcWnqxB6C47WabW4FR9DHAzXOT5zoJDg4wS9p9M7CESi0UOO0uIluBAddPL6PxwSzsFLEdE7yFB/H66YIEeGORFWMECKK4CAdNiPMDEIJAGaYYYSpS3Tw5yzbFKyH+/HQGnKkg+AgBgRuPJLe0R5utTc4wZSXlwsTOgPcGDAaiAnB10BSxpAwloSraa4kKX441oyMDKeW8XV1dcINxL9h06ZNXZYQ1q6IxAltIIsOVyge6HpTimEpnwlFCNNz2YvHsYOuOxHiWi01Ej+z3qArJVDulEAzTJ+EXH2ik0WBgqPW0h6W8eTqkpCt6x5PGy0cjXTxhGc8OdokZGocxmNTBId/4zHBgh9M27BQNwXJqrgu4UFhsd1ysIfgmKbJQ5TDBF9tbcRK8w5YRN9b/zGrLNiAbUJoJCCuS3hQWOxXOY8nDjEYZ8tzEkD1aMTPqh2wqgKfDCDdK4eZ6HCsvcGNYoNuDK7YlIk9EPhihaCp7JdffulKzeXkxomqt5bxTP+k24L/diwPrgRJUoRQtIR7wh/olo7+cPxMCOM8FFcMM2P42FWE8HN1V7JdESQUIhLv2WeoxycNe3FW8hixgmcMR7gEByk01eOr5r04JWEM2jstHOESHOSguR4/tO/FcTFj0G4z4rNW/wWHq/A4Tje5S3jEqqIxUzvKab9Z2tFQo/v7VWNrEoLDHCDB4So8KDQU4RGDaEywOY9nks15PA1oEoLDEgTBQWT2ymEkOhxrb9C/RncKm4xxgndXytwflEnWkwlXlG4+eFBMUHSnsLaEJ5O0smpmfxKlRwktJLSCUEhx1c0JTIkF4c++MgmCxUBwAfkjOlzhOWY2h5LR4dhBl7EPFBsUHooIoSBRRMiHH34oqnv++OOPAfyLDi+2tlfBYrOi0tyKGnP4JniFnYYqWGFFtbk1rAJIYa+pClabFbXWVtQHSHAo0CHhKjwcJ3TXx7W2ZqwwBV5wKJhU5h7Co6/xNKAZG4MoOCQ9GTg2Xh+CRemOWLNmjYiNWL9+vZioGYQZaMFBlEmrPxcLrS1btmwR8RsMXGQdCW9qgbg+5gQ2bNgwYbmZO3euCIjlJMjgWP7ta9euFeKGfnm+dyg41C0d/cHrKzs7GxMmTBAC9+ijjxaP2UmXHYr5uVAAr1y5UlyXvlyPfO0ZZ5whgp95rj/++ON+X7N8+XLMmDFDXB8Uu6+88orb5m4UwRwTU8c5voHAjo6aiBAcCrsNNREhOBT2mWsCLjhchUeTzbm8uit1tmYsN20PetyEEB6qbWhB3+NpFIJjOyyq4I5Hca/4ux0qaA/lYFGuJGkJoOhg4SelTkMwcLR09JXhsnnzZnHT52TkixWir+O71qPgeWDcAS0htIJw0qNIUSwhjKwOVmzB4Sw6XM8DrWvcKBD4+fFzoBXk22+/xRtvvCHcMSeccIJIS73xxhs9Oi6DWdnx9ZprrsG5557b7/50y5122mm4/vrr8eabb4q012uvvVaIITZwC0VzN8mhC4XH9yLGY7LIUnGF2SuhEBzuLB7x6DmeJrSERHAQGdNxCIsOx9obSilz3uSZncJ4iWCiTLK9WTpoeeAql6tIrjJ9mZS9fQ3/ZsatKLEritmfIoRFsWj5oLlfESHMyAiEWDjc3CvewPPLuBtubJjG9+Z1esopp3SVZfcE7s/NUygkaFV77LHHxOPx48dj9erV+Ne//tUlOgLd3E1yeMHUV3fCg4KDlhDGgIQSpr7ag0snI85BeFBw0BLCGBBJ6FEfSsGitGxQdHBVzwBNljEnwRYcRJm0XCdcCiAWHqNvny6Q0aNH99tfJVgTumL2pwuGQoyuprS0NGENYUYMJyGOlQKJq/HDxb3Czyhc2STMfKHbjxaO22+/PWjvwwZtrjVkKDaUxm1KczfHffpr7iaRuBMeFBjNna6WBlursHCEWnA4Co/1qm1o7XS1NKNVWDhCKThsAdq8xRtXKefNhx56SHRS5/60ojI1vjf++te/inv8LbfccvhZOhzdKZwouWqkAKEfnWKDpa1DsZJ1516hCZzuFL433Sk0sQfiPQKB6AgZHy82pg4rnVppBVH6k9D9o1hBHIuUHWqiI5SWDneiIxTFfviZumvcxgBrxd3jbXM3icQdrN/xpWkTIgUKj9Wq8I0nHO6VJV66Su+9917h6n3xxRcxbtw4fPPNNzjnnHNEgPv06dOd9t2wYYMoFjhlypTDz9KhlKWmyGA6KVdknESPOeYYEbugpCGGohGbklmivBdv8hwPJ21+6P4KjmC7LpROrTTBM8CVQaljx44V55AxMbSCUClTxDFThue+L6To8AwKU1Y7lUgkhybhsHQ87uAqZUA7xQddunSVuuP111/HPffcg1NPPRUjRozADTfcIP6tuGMVGCN56aWXCnHia4yk9lCovcFS5iz4NWnSJKdGVJ5mlAQKTrScjFkLhC4K1/F4eoy+fheqeAmm3tL1wk0xv9MK4pgGSpGiWEIci5RJS0fkiQ5eh+4at9HKQkGsFC3zprmbRCIJLU1NTf02WFRcpez47KmrlIt31yw63he42HSEbmAGpPNYjzzyyOEhOjhBUGhwcqfqYuohb5Z0X7iWMg+16CAcD6G15VBawdK1otSicMzAoBBhzRGiBKXyAh5IwaThFh20zgUbXo9ffvml03PfffedeD5Uzd0kksORQBYHGzJkiNPz999/Px544AGn51gqwltXKV0vtI7MmzdPxHXwe88aQo4W7XfeeUfE/tG94g8DRnRwEnMs9sXsC55ABosyONPdpKG0JO/PFRAI+EFzXFSHDMIJRoXJSGlt75iBoRQpYzwIRQjrgTAwlfswWycQRcpqO75DnG4YojVjcCjGdPgiTim46epyTIll/BDPNb8TXOXQ2vbaa6+J3zNV9j//+Q/uvPNOkWb7/fffi8ZtzE5RoA+Yzd0YYKw0d6MoUrJZ/KHZyEWA34c5JJkegYaknH4avoWa7ODrco9oD3NMR3FxsVMMWKCKPz755JPCHcN4Dt67KTz4vVfcMXzf3//+92Kh4m+dK+1Ac6dQdNB9wRU2A1yUply9wckkmJYOjo03fzYCo9Dgh+Wv4OhNWESqy4Lj4heBGwuVcQKk8OAXQmkVz4lVESBKq3hPONDyHlot66AxAtGaOKRHT0Oc+kSoOqsfBgJeH+EqQ+6rpWPjxo047rjjnAQDoWhg0S+6GxULFGGsDgXGrbfeKm4wubm5+O9//9uVLhvJzd3UUOGs1JEYpItFmbEFn9UXhH08pyaNRIY2FuWmFnzdFN7xSPom1hqHPNPIrsf7dfnoUEdO4TZvUO6zfcE50VtXKcsqsMAg0/YZs8eaQkyTZ3wHobuGcZMsLqjAxTyLFHIxQ+u2p/dQ7UCqvcFeJcxO4QTGlE9PVF4wRQdPNN0pdDUwW4YfjL/v1Z8lIxIsHZ6IEJrrKcC4KV1auVGgeVqkrLj1U+xrXIfczlVXh6UVJa1roNf8iNTowYhXz4VWZW9HPxAtHfwsfRUdCxYs6PNacFdtlK9hKvlAau5GmX1R+lhMirEvLobpExGl0uD9uvywjee8lLEYH20fzxCOR63BJw3hGY+kf7Q2LRKs3RO1BqFdYIS694reD1cprRi0XvOe/cEHH+DCCy8Uzx9//PFi7nWElhBaRv7whz94tWjTRnopcyV+g6s2Tlh0pXjaq4QEy73CCZTmbE6atLgozbuCKQoi1dLhimsgqWuXVqppJSiVLgB+PkparlKkrLztG+xpWOn2+EaLDRWtJdCq30ZqzMdI0o2GynI61KrUAedeoZuEAkzSi+BIG9clOBRmxGWKzh0fhlh42AXHuC7BoTA1JhNWG/BZoxQeEjcEooy5zbvd+3OVXnHFFUJcPProo+LxunXrxL2Y1k3+ZJwI74t0xxLeo5gY4QgX/0w0cH1+QIoOx9obtCawYBV93zx5NM17AxVYIC0dHBtdKRRAY8aMEf5zZYL1tb29t+8f6fSXvUI1TfOdUhacXwYlKJWuGX36frQl7xT7avrQWWYrUNXajhrVVqTGbENqdApgORZq27zOKeLQjek41OGntzhtLCbHunefzozLhA02fFS3L2TjOTdlLCa4CA6F6bH28XzeGJrxSCR90Z+rlIt4x3seF4Ks1cGeYFz0MV2WabTezrcDUnRwAmDKD39yEqJJh2Z4pfW7twTSvUIhxPEwbYm9XFw/EF/a24fD0kExF+wYBm+a2DkWKatqW4Nt9Tu7hH2MB1coV5k1bTbUttUhKfozZMd/Cat1JGzm06DG4EPSvXI4CI4psfby/b1xZJw9k+rj+v1BH885yWMxMbrv8cyIzRLC44vG4I5HMrAIV2v7m/pwlbL5oyPz588Xgf/e4HqMASc6FHeKYuGg4qIaY48ImoF8nXAD5V6h0KA/nKtSCiB31TlDkV0SiON/ceBZHJU9H5mxk71+bxubdtvMsNos9p9w+HfnzxZbCcxqEyraLA6/474WJOnV0GrYY4RC0CKOx3/bYIHBHIUdDcucvmCxWtYJqfVsfCy73AE0dqiQEtWO7ISXES10KgUFBaH9J726js/NmtWM+Pgt0Gj0Lvt1bzZb92ucj9f9vNWaDrOZVfo8E3SMbaHgke4VZy5IG9Ov4FCYFZ8trqBPgyg8zkoeg0kxno3niNhsIYK/apLCQ2JHNnyLQNHh6E6huZnWBN6MWUPA31Wgv+4Vjo0ZGEzPZSQvt94EULAzZbwRXuKcWg0wWNpgsLSLrcPcjgNNe1DYdABQFyNBO1PskxwVDaOtsksYOIkK5d+d4sIjzc05VwOUVDk/nahLxOj0dsBi6vESsyUNhQ1tsNicfxejTYLFQ9HR9bfDjDpDMeoMKiTqhyI7oQ2J0dW97m+vf+bdezhitabBYDjeK8FBeK0T6V7p5oLUMZgW212m2WyzYnVzKRYkdtcn+KGpGPMTc0UWCTlaCA8bPg9CVsvZyWMwJcZ5PGtbSzEnvns8q1qKMTs+F5rO8RwZZx/PNzKrRSKJPNGhWDc4WTOlhyYe+vqVEtz+4o8QYBArx8MaHEwVUqpz9kYgLB2OwsJVODS016FRW4adteu6hISjqDCYlX/zZ0enFaEbDq2yDRgUy7oJFpit69BmTIQZBphtBgSbMWkJsMG5oh4xW1JQ1NgBs61nGptaZYLF51NqQ5OxCE21QJw2B5nxKqTGliJQ8bi0bNjFBtPIND4FkfL6DFSJ/IHO+amjMT2ue4Kn1H29ZpeY6B1Fx872WpQbW3BR+rgu4TE7PgdWmw1fNhQGbDxnJY92Ehwcz5J6+3gcRcfujlpUmFpEkKkynqPicoSr5dumwI1HMjAJl3slUtFGQu0NCg9aEpgHPHny5IDWBaBw8cW9wgmB2SmMI6E7xZOCKIEOJN1cvQI/lX/u/GQcUFyy0afjGS1Ak8EuOlqMwKA4IFGvQZsl+IJjdPJw2FQHejxvsSTgYKMZRmur29fZ0BKQ9281l6GgAShtSkNmXALS44ugUfv2VbZYBsFoXASzeapPYsO1BPpAyUoKJlm6OEyNy3AWHNW7kN9Rj7yopB77b2+vxZLaPSL2Q5noj4zPwk/NZagPwPWcqY1zcqkIwVG3C/sN9Rim7zmeXR21+LB+jwg2VcYzPTYL61vL0BCC71d/aKGBOUydXt2hsWlg4XgOg0tfulciQHQ4VhZlJUvWumCMRCA6sQbC0sFqpzt27Oiz2mlv7xWomI6qthKsq/gKgYLDKuucv2k5MJkAi5VjrkewidXGIimmoodat1jicLBJA4O1we3rVFDDbHP/O18xWGtxsLkWJU1xGBSXgezEUmg1Pd097rBYMmE0ntDpRvE/8JTClu5DKTqAClMr3qjehcsyxovH/Pfejr6vzW1tNWKCvzBtLEw2C16p3hEQwUEqza14t24XLky1j4f/3mfoezw7O2qgblCJoFOO5626HREhOPTQYoF2MupsTdhoCX+sic6mxZG2yWhAE3Zi/yEvPKSlI4yiw7GUOa0PzAdmC3XW3WARqWBkEHgjOrgfq2cyxYilzN21AA62pYPHMFkM+K7ojc4YisDAMtQmKxCttWd7kFYTkBQN6NT23wWL8WnpsKG7OiaxWmNQ0hyFDktdr6+L16X4FWvRF1ZVKyraWlHerIXenIqxg9sRE+W+SqHFkt0pNpiPHrhrlDEdrv2CDmf2dNTjzZrdXf/2hC1t1WLO4uReZOjpuvOHfEM93qvb3fVvT9jebh9Po8WAYmNgx+MLOmiwQDsJKao4sfFrvimMwkNr02CmbRISECc2LoZ2qcIvhCSHoOhQmoRxUuZGSwIrjHoSK+EPnmavcAKgO4UwgNWXycBfSwddTTwvW9uWoVFbg0BBi0ZFp/ci3iHruMVgFx3aIIqO4fTFq10FRxRKmuLRZu49uJPEauOCJjoUVBozTJo6bKtSQWNMQd4gI1IT7CfLYhncKTYmBFRsKEj3Sk92t/cuQntjc1vf15E/7DV4P55t7cEbj7ekqhKQ7NAyYLQ6W6ybN1nCE+SahAQhNhSGIlusgnapD92gW+leCYPoUKwb7FDH9EBaEviTpczdpZ6G2tLBWBJmzGRnZ4uyrr5aXPwJJKXo4flp1JWiVtsz9sFXOJxqe5KEIMZRdHR6FTjnRWtYZhwBRa+OQnpcvZNp0GrVoaw5Ga1m574A7ojSal1CYYOHSm2DNboe+5uAg1XDYKwdhJqabKSmqpCSUiFqxfjb6Kg394pEEiwqbQ340bwbs7XjoOr0Y4xWM8gV+CUMwqNW1YAt2I2ptu7xDEUObFZg9yEqPKR7JYSiw7WUuVL+mpkpbAwWihUeA0kpeNxBMZKfny/qgUycOFFkzfiDr+4VVo7bsmULUrMTsNXwM6PWAoYIHjV2P9armfbX/TuDmZO7vQOo1tr9u0AwMZ03t+7ofatNg4qWdDSbyj16vUbFtF2EDL06A+lRJyMhYTJs6UB2dpO4Xtk8bc+ePUJ0KP1iuPlSrM6dpUMiCSYltlr8ZNmDYzRjuyb6MWr7vS4cwqNSVYut2IMptu7xDEOOKN1zqAoPSQhEh2PtDYoNljLnTxb6YgxHqOjN0sGxcKLnGANRD0R5L28sHdyXRdC4jZ8wHmua3oPRwsJZgQ8eVRA6z+Yc60HRQXQaungC894ZujSoNY6CQ42q5mw0Gks8PoYNDiaaIGIxxmBw4ulI0s2ESqXpOk+sOKtUnaVwZudcpVQ7r2fXpnXepngPBNHBLpL/+Mc/RDNDiq+PPvqoq4lUIDBVN6L27eWwtnZAHa1H6sXzoc9y7qFjs9pgKKqEpYEXswo13y6F6fjx0GUkwVzXjLI/vwNddvdr0q86Abr0vjtx9oahqhElry2HpbUDmmg9Bl8+H9E5PcfTVlgJU32LuFCKv10Ky8njETXIntVirGtB+ZLV4lgqtQqpcycgbYF3/Sl6o6G0Ed89vhwdjR3Qx+mx6Lb5SBvWc3xrXl6Hop+LYbVYkTMhCwtunANVFHC0i/BgWu9mi+dpvTXFjXjvL8vR2tCB6Hg9LrhnPjLznN/farXh62fXYe86+/sPm5yFs26fA61Og4r9dfjkX6vRWt+OGaPG4dozzkbe1GyoNWohPHhP3KPyfDwVRY34733L0dzQgdh4Pa59aD4Gj3QZj82G/VsrUVfRKo7/6f61OPnm8WI8jrx433Ks+Wwvnl55JeISAtMynkj3SohEB0uZU3CwTS5dF2ydyzgJf1eHgUiZ5ZgoONgCmN34PG2zHkhLBycxZu0we+eoo47CjubVKG8JbE4/LRyusRqu1y7jOtI7w1c40UZpAIOflhY11MhNNji7eFpyUW90ju3oD4stuJk1GlUsYizHoHhfAiYefVSf+/Ia4fXCjbAnkNIvhsHHFK8UHhQgFCIUJP1Z8gZCCXSOkUHV11xzDc4999yAH7/uvVWIP3oc4meNRduWAtS9vQJZt57jtE/HvlJYkxIQO2WEuEij8rNQ+uUGpF+5SPxeFaVD9h3nBWQ8ZW+vQuqx45ByzFg0bipA6esrMPIPzuNp3VsKc3wCEqfbCwXG7s/Cvk83YOi1i8SkdvCFb5Fx4jQkzbC3BTc3BU48//DUKkw6eRzGnzAW+1YXYOnjK7D4Sefx7fh2N6r31eCif58LtVaN7/+9Cls+2Q7N+ZxkVThaM6ZLeIxVDxbCY4vFM5fuR/9chVlnjMMRp47Fth8K8N5fVuCmF53ff+Pnu1G6twY3vXQuNFo1Pvr7Kvz43nbMu2QqtHoNzrzlWGSPShOC5MP/fo+LY09C7jh70P5wG9sWUHh4Np5X/7wK888bh7lnjsWG7wrw3/tW4P43ncfD52eokzBzUZ74vD57fim+fWs7Tr1yaveYlxWKsQYD6V4JoXuFmSms5jlhwgRh4aCJOhgdXz21dDhaFhi7kZubG1AXj6eWDvryWVKd5npaWaoNxVhf9g0CCYNHK11KX6g6m6Q5wgwWnh4ljEWjBjRWe1qtr+TFZkCttcds8HTUtA5DnaHIq2PEahPdFhILBCrokaqfj9So+Wioa4Va5X2TrqioKGRlZYmNnzljcihCuNFdRxQ3DEUIU8Fdr7WBIDpOOeUUsQUDS3M7jMXVGPSbU8XjmCl5qPtwjbB+0IrRY7VotUGlUcFqMEGTHHgLkbm5He0HqzH8Jvt4EqfnofzdNcJioVgxusYjqvfbYOscjy7FPp7WPaVQaTVdgoNoEz0PSp+lGY08tfs6RWajGZNPzsD4RWPs8WPHzcEeWz7yTMMQFdsdGzd35CjoJmqR0dks75TLp6E6vxqjdN1jcmScOldUUN1m6fkdnWwdjRzYx2M2mJG+KAMzThwDlVWFk+bNwfEd+RjfNExYPbqON3QUdDdokaNJF7PlUZdOQ+meakyyjkBXKySePxUw7bhatLN4kAPDbfbx5Kv6vmc01bWjcGc17njG/nlRVLz+tzWoPNiIzKHdn1f5gXokHx0nrE5ifDNz8L+nlnWJjsbaNnz+0i/4w4unY+VH9mwlSfAIWpcrFvviDZi1Nyg4lNUiV/jhEB20vNBETBFEywKbiwU6psSTQFJWXV27dq1Ix2XbYavajK8LXhOrjWAFjyokurEYMmai3eUj0ftRCHZQTAaSEqu6xlHXloeaDu8EB4nT+mYe7wsVNEjRz8XI+LuREX0SNKrogDR74+dONwlFLIvbzZkzR3R1pLWDQcpsG/3jjz92pWPzWlTEpy/ulaefflq4KClaeS2vX7++131pgXnooYdESjr3p9WC3SYdYRtr/g2OG0W5L9ACxD5Fjltv0F2iSYyFikq38zxqk+M73SjdRI8aLPZr+zkfrT/nw1BYiaSTZ3b93mY0oeJfH6H8sQ/Q+M3PsPmYtk53idZlPLrUeLsbxYG4MYOhS45Fw/p8NK7PR9v+Sgw6zT4eQ3kDtPHRKH55KfY9+gGKXvgWxprAiGdThxm6KG13V2u6RGO0MLW7tA5IjEZTZQssZqu4HzWVN8Hoso8rQ9Tuu+c6Ymg3Qxet7Zq8OQB9jLbHsWOTo9FQ0QKLySqEYl1ZEwxtPd/faraipqgBKdk9ew9lMaiqH+oqWpCcHttloeB5ScuKR22F8+eVOzIVtWXd49mysgg1Zc1dv//fQytx4S1HISYuOEkNinvF3+1QIWiWDrZ9J443dF+rg/oD3583Qt70ExMTfe5W6697hV9+Bq0WFRWJiUlZIS878A6ajYF1I7gGjyrE9vJnNxsAx+8b72kUHjyON9BkOyyZxddt4kvS0D4CVe2+BYZFa3UBlGEqEa+RHnUCdGpnfy+vx0DXh+HxeK1xozjgezA9nK6Y4uJiUVr/ww8/xKpVq4RooIvN06ZvS5YswW233YbnnntOvPaJJ57ASSedJKyI7urKsF31G2+8gRdffFEIiW+++QbnnHOO+D5Mnz69az8GUi9durTrsa8ux0cffRQPPvggAompog5WfTJijxgFlUaDqN2ZKH9vFdIvWyjEyOD7L4MmIUbEYdS+vgzNy7ciceE0BIuO8jpY1MlIPnIUb2qIzc9E4TurMOSqhULwtO4tw4g7zhKxIHWrduLgS0sx6g+Bd031RnJuMkwdJhSuK4Jao0JcWhxUNX0vsEy2wC0GM4Ykw9hmwq419vdPyoiDqtr5/Tn579tYisRBcW5FhwmBG88RC/MQtyUOv6wogkajQkZuIjSdwnLFh7uRlh2PCbP670btK9K9EiLRwVRYV6tGqEUHJ3Xe6HlTZ8YMJ4BgZsz0VhOEK1vGb9AE7xi0uqNmLfLr7bVBghk8qsCAUXeKmSXRXdGo2Peku5CYJ0xIy4MVdpFR1TAYdX5ExmvVNpgC8E2L105GRtRJiNJkha2tPa97uli4KdYHxhVxkv/uu+/E83/+859x55139nusxx9/HNdddx2uvvpq8Zji44svvsDLL7+Mu+66q8f+r7/+Ov74xz/i1FPtJugbbrhBvO9jjz0mxIijyKAQ9pe7775biCIFWjpoVXSHhlaNpjbYLFZhXRCtEWj9SHZ2ObVvK4Rm4SQhOEjslDwYvl8n/k1XBgWHOF5cNOJmjUXrpn1IXOj92HUp8SL+wnE8proW8bwjzVsKoV0wSbw3SZyWh9al9vFw3+jctK7g0+RZo1G2ZHXXMfujxFqLFpv7YHIDDFi2YiVOPkZtd+XChu9WLMfsUUch3uJiMcvjZn+/vdv3obDwIMyWKOhVWhFAqsR0kDYYRFqtOypUtWiFfTwdOgM+XL4SUcepReAnbyYfrViOUyYehUSHWiDi0OOBqPH299/xyz7sPnAQCYxk5XfOYsXy1zcjOk6PeedPFX+H43g6YMAWVf9ujtSseDTUtAmLDq0d/Lxo5aC1wxHe84dPyBAb2fbTZgweycKDwK6NZdi7qRybV3bHm/3pwvfx+3+dhGHj+re2SCK8IilvvqFyr/B9mGHAmzv96Xl5/BYGF3eWDgoe1t+g0KDgUKwsde2VWH7wg4CPwV3wqIJWxRVNz+fpXjFbgM57qFNQqavrpTdSolIQrbd/cctrBqEBpfAP/7N4hsTciDhd3597KESHK7wGLrjgAjHpn3/++SJmwpNYIMVFyIldgWNftGgRfvrpJ7evoZXPtb4Ivw+rV692eo5WOKaMK3FGtFiwDYAvsS7cPIFiQZ+bLlwmDCRt31oIbVJcj3gOIU4a24Acm7gwDfllXdkqjAtRx0bZRYLZgrZthdAP9m2y0CbEIHpIunCbMJC06ZdCaFPiesRzCHHS2AZbrk1851v3lHWJjISJQ1Dx8TqYGlqhS45D845iRGWmeCQ4SJmtTmxuiQE21eej/TtVVyDpz0XbkJs8GrDWOcV+mA0WRCdEob2xAx8/8wWOvnwm8q1lojqpq+D4wbQNrXBfrr1aVYdqdB47AdjWlA/9typ7IOnyAqwr3oYjM0ajRtmHotpghtloQUxClMhyeempL3DCtTNRoCoWAuHtB5YiJj4KF955HFKR1ENwrFdtQ7uq//LxiakxQhj8+GW+CCTduLQQY0YOxrDcTHQ43D9MPB9GiwhiNRks+P69XTilM57j+r8sRKw1DiaVCSaVEVdNfwEPv3u+zF4ZiKLDnUWBq6lQWDo40TNQkzdXBrHyhhoKXANJmWJI4UPBQ5+6ck7MVhO+KngVZqsbE0OAg0c9hdaOZJe2N8LNogaMHrjIR6ZEwYZ6tBjy0OBQm8NXLH72XNGp0vsVHOESHQq0fFGMeiqI2e2Y3x/Xhoh8zBgqd9D1QuvIvHnzxDW4bNky4dpx/B7STfPKK68IayCvWbpH5s6d25UWHExSL5grUmablm2GOkqH1IsWiOdrl6xAzMRhiJ00HHEzR0PdrhPZLUJ0FFYg9fw5Yj/+u/HrjfaL1WpD1OgcJJ3Q7TbylsEXz0XJ68tR/e1mqKN1yL3MPp7SN1cgYfIwJE4ZjqQjR0PdrEPTL/bxtBZUIOci+3j4N+RcPBdFzzBuxibSgIdcczwCxXG/m4uljy/HxiWboY/V4fhb7eNb9sQK5B09DCOOHg5jqxEf3vV5V4zZ1DMnYfRRIzBfO0lUKFVoh1EIjhYvBP45/zdXpMz+ICwVOpx/t/39P/jrCoyfMwwT5gxHR6sRL97c/f7Hnj8J448dJvbb+v1+7FhxAMPGZsL0vgrF6TVoSG3FsClZMMCIDUJweD6eq+6dK1JmP39pM3Kz0vHv+29BgiEG9z71PPJmpWD6guHoaDNh0+oDQtzQqnLMqaMwdT4rs0IIjgmGyTCrTNgRtRXBQLpXwmzpCLboYKAoA/boShk1apSorRDIzq99oXzJ+H5K5o67Hi4/lnyB6jbP61V4ArVOVT+ZeX1lpLgTHYQLNLXVHmzeG2NT8mBTFaLNMBzFzf4LjmhNLKx+1uiI0472aL9wio5QZK88+eSTwh3DeA5enxQedM3QHaPgmJ0yZcoUIUJYvO/dd9/F4sWLsW9fd3YPa5SwXQBdQr5YQlzRDUpG1u971v1IWzy/698ijmNEdvfvshaiw9jS5WrhFiiiMpMx8o6e4xl8afd41FoN4kZ1j2fIkIUoN3X7NBPG54otGKTkJuOCx3uO7/hbuscXmxKLy56/0KnDLC0caS6C43vTVq8EB8kYmozfPtfz/c+7q/v9E1Jjcdsb3e/vyPQTR2PmCeNE/5Vkmk46oeBYr9qKNi8EB8kenow/vXY2oqxRmGicAr3NbqF45OZfY4d+q3BJJSTHYMKJI7teExPVjFa0IMYaiwmGSdDyP5sWEw1T8MamG4UACSTS0uGM+lARHTwu64EwoI4BcuwOy5usL11mfYXvRbfOxo0bxaqUZmpXwXGgcRc2VX4f8Pc2WO2FvnrDsdFbb6LD3YUtrB19SFN+yWN1xWhozkJRc2DKt8dpe7YO95b0qBMjWnRQnFJ0eGNJYI0QfoeYAeUIH/cWj8H6OB9//LF4LwYx0yJCoTNihPv0ScKCaAwEp9jgtczvkxJ0yngN/vu+++7zeNyS8KGFGvO1E3sIDm8tHIFCY1Njpm2iG8GxzWvB4YhZZYYJJqf7EkUIxYg7YqwxmGiYDC26o+uNKiOsgSwHLXFLSO+2wUqZ5Q2Vaaj8yX4uSgEnEkrRwSqnFBsMoj366KN7pEO2mZrxbUF38F6goFgo784Ac4tjozd3MA6EJdHdwYBSdqJ1x8RBaWhpT0N5R/+9VDwlWutfjxOdKhVatWeTOa8NbyuJBgpvK5LyumIxO7pIHMfPxxS4fcFYDaau8/v3wQcf4Kyzzup1X6by7t+/X/QiWrBggRBIrhvdMZLIJ0OVhDRVd/p5R6fgaIb7jsrBJgVJSEb3eIxdgsO/8VhUFuyM4nFanYTHBONkRHVaPxwFxwQXwdGsbsRu/Q5YVdaguVf83Q4V1KGM6VAsHf50YnWFdQ8YRMdOtbNmzeoRNBeqjBm6UlgUinEkdKm4phzyb/628E20mftRBwEOHnXX6K03+rKUMBXe9RMdmTQMJpsKZR01gCpwn2lvAsdTkvV9VxeNtJgOb6Clgemvr776qnAjMhuF4kXJZrniiiucAk1ZI4QxHCyIxxTdk08+WfzNjpkyd9xxB1asWIEDBw6IVFqm1PJ7c/HFFwfwr5WEg3JbPdZb9opJK9yCg9So6rFNtTeggqMv4RFli8YI0yin/UaaRkOH7hoBzeom7AqS4CCyTkeYYzoCtbrkMehKKS0txaRJk3o1LyvBndyCkS7LcShFn+jj5gTg7n02V67AgcadAX9/T4NHOZH3V2WULpYMNwvvpg57afTk6G5xE62JQazOhsLGStgCbJJUqejr8fnVSNF1+5c9+fwCVQbfG/i+vsR0MMaCDQLp3uA1xyJkLPalBJdS+DqKKFrfWKuDooPvxdRZptEqPWUUwUyBwUwvumNY3IyWQ/5bMvA5YK2CFVY0WFvRFEbBoVCmso+HkRWtARIcjm4WCg9aMmJt9puZymVt7fi4Rd0cVMEh6UlI77bKzZ0mXn9ER3t7uwhm442bZuW+TNTKDTgYZnTe0B3HwZogNE27Ut1WitUln/j/hpyILVpE6eNFNU1Ag/0tZR4Z3+gi6U90sGggRYxrdl9Rg737LIv4ZcYB8VHA8KRhONBUAGsAi/goWP0ofx6tHgy1Whvxlg5aOSiEfckOuemmm8TmjuXLlzs9nj9/vihG1hfvvPOO12OQDCwOWmsQSVSogjceRXgwMDTG1nsJ+hZVM3bqt8OqCq4lXGavhDFlVimx7I+7g6s8Ftriym78+PH9CgllQuF7BlJ0sMQ7BQfdOqzmyGO7y5QxWYz4cv8rsNgsPdS2Th0LrToGapUOKpUONpsGNpsKJosVFpsVJqsFRosJHRYj2k3t6BAdaDnJN3SVNe/LJeJIlCYJJmtjn/sw0NRg1iFW7xy9Xddhfy/+vpyNNVuA5o7dSIvzr2S6O9Q2LSw2311QqfrjvNo/XKKDVg4S6V1mJZKBCIXHDiE8JrsVHq2qFuyKCr7gUDiU3CMDytJBweFrjAVXhYymp99ZaSDnrUsnEHAcLGVN1w4j/OlS6eqF4Kb3yreFX6PJEAOLNRcGixEd5g60mdphsnJip1Wkl/Kh/cBCX439188RaFRqtJg8sx6oweqR3ZVEq1p6fmH4sKLVvrFD7aBYICpAleWjwBuEb5YOFbRI0E3x6jXhtHTQ8udpIS2JROId9tobPYUHBQctIYwBkRxiosPdJOxLVVJWVaR1g+4MZoV4Y5JWrCuBEB0USzRV09rCLAKlrLXjezm+z9aqrfi2sLufRSCJ1gHtHmaYDYql/76XKocu1He0INuhD8u2KiCuD0FR02bfGO+RFWcflz+hM8lxqT6LjljNKK/jdsIlOpRmb+EKYpVIDhfhocR4UHgwyJQWjlAKDulecSbkEXTeWjoYJ7FlyxbRIpz1AXwJ+uutJ4q3cSSscspJjU3jXLNklPdRRFZjRyPe2fk2ggEzUeq9SGlPjo5Hm9kz0VHTXo2chBjYOgO89tcBR+T0/7qGDvuWoAfYvynWR/Gh16h9Dkv1tDZHsBu+eYKvHWYPRwoNjbin2LlsezgpMjbiofLIGY+kb1jifEv0prC9vywOFmbR4WkpdE7erH7IegGubgxfhI4/lg5G9TN+g3EkdO30Nkl1VSS1WfHGjtfRavKxJnk/Fx+DPb0hRqtFm8fGJVZUzYBKcxClTfaMFqWTtScwxqS51i46suPtQafevF6tMvUb8Op21BY9Gqp1UKcavHJZhNO9IkWHRCI53AiLe6U/0cEunKwuyg6VRx55pFN6ny/4WiCMY2cMCWNJWEa6t26Zru+zvGg59tbZc9EDDQM6GdjpDWov08FajGqwcSddK+5Ko3sCM2H219ubxtHykUTx4cHcbvMxxkVtHNFVAp+poUpX16SkpD4DiMMZSErREcyuxxKJJPxI90oEuFf6iulobGwUVgVOHHRjsAqjv/giOpQutcxS8VT4cAKpt9RjxT7ntMVAweBRFgLzFpPVuz4m1e21iI8GCurt1gp/YH2PAw324mI58XYR01vDTWb0mH1s9DYi4wLoMpNEJ1Z+ZnTLMf6GnyNdc4oIiY2NdZrowxnTEey+KxKJJPxI90qEulccs0LYlIqdNwO1CvQ2joSmb7ajZwtyCh9PzfXMSFlvXgdLkOr3exM86kirqdHL/ZtR35aMNlODiNEIBGYrcLAJKGm2C5nUGEDrYoCI16XQmeX1sbWqFOjU9n4tFKl0g3FT+ptQgNBFRlcdP1NFgHALp6WDAuhwgW46VYTEzPraiTlYbPstIo7nNyKiyIwQfd7qi+tXWjpC617xRABwNbpjxw4xMcyYMUPUvggk3lg6lDogOTk5otW3NxPStyXfosVH90Cgg0cVkvRxMFm9v8vm19kDZRmbEUhY66O02V5obFAckO5Q6yNWG+eT6EjWzer1+qM1gRtjgnjd0ZJGEUK3Ga857sPKniQxMTFkAiQUHWYPFdRQ4fz0kcjUxaLU2IIPa7tTuiWsUhgHVHV3UUVWPqAPf+XRSCHaHIfs9u7zUxqbD6NGnp9wEfK1h6vooJmZvVOYFstmbYEWHJ6KDq6KuRKma4dFx7h5MwFtq9qKjdUbAjDawASPKqTFJPn0ftuq7NaRQBf/6nqPzhXnjiqguBEwmIAon8qRq5CqX+DxtUfrxqhRo0T7dl5vhNceY4jYm4SCk7EhzFYKJlJ0eAaXLZcPGoujE7KQF52IOYk5uDhjdLiHFVlYtUBHYvdmDU8Dw0iFBQdjzYldm9oW2vMTrt4rTz/9NIYPHy4yLXm/W79+fZ9xlA899JDwMnB/9g9jewVHHn30URFqwJIV7J5+9tlnC8/EgIrpKCsrE6vNYcOGiYkgWKvM/lJmOR5ONs3NzeLD4YrXG5ge+3aQ0mNJUjRQ6+McGK/Xo9HLOBCNKhsNhnLxb28yT3xFqfVR2VqIUalARqzn6bZR6myo1b6ZYxS3GbOj+EWjAKa1raqqCvn5+eI5xQ3DuJBA9mjxtsPs4QgvgSsGjcPUuO6u0eTI+ExhMVtSkx+2sUkkkRzTsWTJEtEc8rnnnhNz2hNPPIGTTjpJiAQKBlfYn+mNN94QzSSZNPHNN9+Ixo9sAMlSFYRNIW+88UYhPDhn3nPPPTjxxBNF7Jw397KQu1d442aRL4oNmrWpqNydhEDSV8osJxrW3+AEw/4p3gau2tNj3whKeqy3lUd7q3vhLfXtdtdKgp+Fvryltt2G2lJ7hg7FBwNP+3t/T60c7lAaAVKU8lqlgufG1QG/VCxrT1cMLWC0fFCM0hJHEcL9/Ik5ouhIT3eeTCU9LRyugkPhqIRMWGHDezX7Qj42iSRcNDU19Vg4uYs5fPzxx3Hdddd1dZ+m+Pjiiy/w8ssv46677uqxP5tA/vGPfxQNIQm7Vy9duhSPPfaYECPE1fLxyiuviLn7559/xrx58yLX0kGLA+MmqIwYpMlW8MGmN/dKZWWlMKszFZarXV8mEXt6rPcmpmAHjypYbQavFfXOmkrx7ywRRepDuoyfNBmATeVAzBB7wGlvqKBBos6uwn1BuSbcWdgojikKFGFA0UEBwo2dXHmtOGbFuCsW15/oYLC0pCf8Fl6WMRbT4vrucntMQpYQje/X7g/Z2CSScAaSDnEp23D//ffjgQcecHqOGXwUAnfffXfXc7zHLVq0SIQyuIMuZtd7GOfm1at7L4LH+DjiWpk7okQHzdYM4KM1gSafUAXtuYoO3qhoPi8qKsLkyZORlZXl03FLmkvw+b7PECxitL4FjzrS1FbrVeSOBoPRZCwV/x4cz3iQaoSL/jJnYjUj/bI29CU6XOEXkP1+uPF1dMXRFUMXIU2WzERRBAjTq/trLiiLg/XOJRljMD2+b8GhMDsxG/wUP5TCQ3IYuFeKi4ud3P/urBw1NTVicc8MPkf4ePfu3W6PT9cLrSO0WDCuY9myZfjwww97DUvgPfCWW24RcXGTJk3y6m8JiXuFA+QkzxVibm6uMBGFMk3RMXiVATMsq86bvrd9XBwxWox4bdurPbrHBgpeZGwn7w9alQYmtXeqpbqtOz4iNToejabwiI5oLaDrJ94rPeokv97DG9HhCPdn0TFuI0aMENeUUhuEAoQrDf5OccW4KwImy6D3LjiOiO92t5psVqxoLMWi5O4V3ncNxViYlAtN5zmdk5gNG2z4SGa1SA5xEhMTvY459IQnn3xSuGMYz8F7FYUHXTN0x7iDsR2sY9WXJaQ3gj7zM35jw4YNwqXCmAmaq/3tg+KrpYOrU5qXeFI5Fl8FB/l470eobLW7IYIBK3iyqqc/DIpl3QvPsUGNnTX2AFKiVofeteKplUONaMRoh/n1HrwmlIaA/sDaH/Rt8gvL62rWrFniOqcQoZlzzZo1ItiKMUwUJISi15fslUBHpHt7zGDCrJSZDoLDbLPif5W7sKfduWDcttZavF61W8R0KMxNzMFZqdJdJYlc94q/m6fw3sOFNsMHHOHj3qz6GRkZ+Pjjj4Xblx4AWkR4f+KiypWbbroJn3/+OX744QdhRIgo0cFAPEa/0jTNmzH/CF9b2/srOig41q5dK+pvsBYIJwpfYXrsmpI1CBYieNTo/0eTFOVd8an25iS0mbtjQIyWZoSLhH7qscVrvTPpuSMYhcEoYOhqoe+Vk/zcuXMxceJEYQalaZQrg3PPPVeU1mdvIUWEeBORTj8ui9fx+DSL0m3pDkakP//883jqqaeE6Ln++utFRDoDp309ZrDI0cdhukMMhyI4drfXu91/a1st3qja4yQ8mFabqvW8745EciiKDr1eL7qg00XieK/jY87DfcGFB13IDKT/4IMPcNZZZ3X/HTabEBwfffQRvv/+e59j0oIqOmg+5uqPcROKj5sBet62tvcHnmzF9M0bKlNz/VnZNhqCmx5LYnQ6mP1oUNd9HO+8Z3Wm7kCiKJUarWbfWswHgsR+LB3p0f65VkgoqpHy+Aw4pbWBqWZz5szBKaecIgK3mMZG98u3337r0bEcI9LZeJAR6RQ4vZlAGZHOtDZGpHPFwoh0/psR6b4eM1iUGVuFyKDYUATHrl4Eh8Lm1hq8VbVX3JANVgteqNiBOgfR7A8aqKCVfXGChoa1Mg6lMpsRxm233SbSX1999VXRj4rffVoxlGyWK664winQdN26dSKGo6CgQNQrOvnkk8X98c4773RyqTCT5a233hJeAlpuuXlb0yioMR1UXLQsOBJKSwdXkSz2RVM2TU7+puYyPfbN7cFLjyVxOg3qOvz0q3SiVnlznrXY11TT9Wh4km8lyUNh6dCqkqBXe+c6ckc4SqDzO3HttdeKQjuffvqpsP55YqIMRkS6L8cMJhQZr1TZA936ExwKm1qroaoG6s0GFBqaAiY4rs0eL0THc2U7YZGzY0DR2rSYbJqMZnUT9mn229OVDmHCUadj8eLFIqThvvvuE8Jg2rRpwrWqBJcyvtLx3scwCFpGKTp4T+LihIsWx55jzz77rPi5YIFzmYL//e9/uOqqqyK7OBhFB001weywyXQempEZ0Ed/tZLe4w8rDi7HniCmx4qLE5wkAiNqTFYvFKh1MAyWoq6HOUnxYRUd8X1YOhJ1RwbkPXgdhqPvCqEQ5mrB08jvYESk+3LMYLOzrc7r1/zcUh3Qkuu/yh6HyXH2NMBf50zAC1J4BAytTYPJpkmIt8Uh3hInzup+7aGdeRSu3is33XST2NyxfLlzU9L58+cLF2yfYwhQ17mwlEEnwbR2sIw1g+HYb4MKr7cmc14ds7kEn+UHLz2WZMWno9EQOCtKq8nzjq1lLc7unMRg1T/3APZ7YVfa3kjXLwzI+4Sr2RuvRV8DSb2NSB89erRwcdLCwhsQzavhElqRjiI4psR1t2IYGZ2ITH3wawkdLsTbEhBn687ayrFkY6S5Z7DioUS4yqBHKupwVCQNlujgJEK1xrRFlm6lH5tj6KsiabjTY3kxaVRaJOqTUd0WuMDNJH08TFbPghRViMKumjKn53Sa0MXdeJO5ohdlzwPT+jacHWaJN6IjGBHpvhzzUIV3qmuyWHK9W3AwTuSZsu0oM7aFdWyHEg3qBuzW7hYpzgo5lpxDXnhIQuhe4aTvaJZRUhQDLTrok2L8Bo/LCF3HtuHedJl1x8d7P+43PZZ/IhsLqawaxEQlQKeNZiia0HVWqGG22GCy2mCymNFhMaPdbESrsQOtpg6YrGYcNywNtR2BMzOmxyTA7GHHW4slG2bbAefnbK0RKTpS9XMD9j7hFh3e1OlwjEhnoyXHiPTeTKiuEelMoWVE+oUXXujRMRl3QncMxQpjQVhB+G9/+5vovhwoLDWNaH13OWxtHVBF6xF3wXxoMp0rHNqsNpgPVsLa0CLq4rd+sxSW+eOhSXduZsjjGDftRdL9V0IdE+WV4PhV1jhMi0+DrcMIW2EZDO0deGrZFzgwezTUbsZj+WYtrPnFvLkAsVHQnTUPqrQk2OqbYHpnqb2dMlOyM5Kh5e+8GE9v3HzzGnz6aRGKiti64VxMm+a+RPySJftx7yM/wGq1YeHCwXjmmTnQ6QJznVcebMSrDyxHS2MHYuL0uPL++cgZ6Xx++L4f/nsddv5UDIvFipFTs3DJXXOg1WlQU9qEv9z1ISbljsLiY09EXGI0Rk/PRo4+R8iQAq13tVZKDzTisTuXo6m+A7EJetz+t/kYNtrl87LZsGtzJWrKW2G12fBN0VpceMd46PQaVJY045rj38HwMd2v+eN/TkDOsMDVwpCt7cMc06FYHgIpOpidQsHBYkxMT3StBumPpWNT+Q7srClFctRIWGwqWCgcrBYYzBZ0WExoMxk6xUM7bKB1gJt3EfTRGi3qOpwtDf4Sp4/2uNFbSbNz4KrGS9dM6IJINUgKUDxHOEUHXSuc8N1VE+wvIv3KK6/EzJkzRS0QZr+4RqRTXFAsKBHppaWlwsXInyyX7BqR3tcx+XwgGjz1eS4+XIWoWeMQNXMsjNsK0PreCiTedI7TPub9pbCmJUA/eYQQHdpdWWj/ZgPiL13UtY9xeyHgQ58hCo6rs8ZiWrx9ArcVlcOUmoDnTE0oHJ0By0croL/eeTzW3UWwHqyA7sbzodKoYV6+CebvNkB30SIgIQ66a8+EqjNzzPzFj7B8/zO0p82Gv5x//gjceedUzJnzaa/7NDUb8c/HtmLVqjORmRmDs876Bi+8sAs33jgRgeCtR1dhzjnjMPuMsfh5WQFefXAF7n7N+fys+WQ3ivfU4J43zoVGq8Ybf16F79/ZjhMvn4qkjDjc8eKZ0EdrEW8xQ/uzBkW7ajByaiYGWyg8bCjUFno8nqf+tAqnLB6HE84bi1VfFeCxP6zAvz90Hg+fH2dJwrEn5UGlVuG755bik1e34/zrporfx8Tp8PRn5+FQCiSNZMLi3HXsNOsPVLCMwt24caMwGTum5nrTZbY3Spqq8ODq17C6uBBrSvZjbek+bCjfj82VB7CrthiFDRWobK1HixAcvjMjKxft5sC2UtdrPAvSVSEWe2qdBU9uYnLQKq36Y+mI1eQFNPiYE3B/5cqDAauR0hLn7d/CiPR//vOfIiKdQoJC2zUivby8vEdEOlNhWZ+DgoSZK44R6X0dkz8ZlU4hz3RzNnjiezDjJRBYW9phLq2Gfrq9Vb1uUp6wZtD60XNnkT4m/mkzmqBO6hY91uY2dPzwC2JPP9onwTFDKbluMsPQ2IznDCXY39EE9cQ82BpbYKtt7PlCs5Xtqe1WXIMRqs7xqLSaLsFhs1phM5kClp0xb142cnP7dskVFjTjhEWDkZVlv76uv34C3n47ME3xmuraUbSrGkedYv+8ZizMQ31lC6qKnc9PSX4txs0aLCwbHMOk2UOw7kt7R2BaFyg4SCWq8NmW5bCJD9dOrmUw8szDPRpPQ2079m6rxsKz7OOZc3IeaspbUFbkMp6CeqRlxkGtVomPYvJROVj2iexQfNi4V8SbBiCwk6/niotpQTQR99V0xhf3SpupA/ev+q+wYAQbKwJfD8Ni9az8udnMbp3OK4vBCbyxNURc5kpa1AkBfZ9wWTr8KYEe6Ij0/o7pbYMnpuly660rpiMUGOqEWGEtUO4V6uR48byj60Q7cjDU5lgYNuXbLQsHKxFz7lFdv2/7cCViTjkKqijvYn2uyBzTLTiEmDEjKiYGvx86snuMt+ZClTsIqkSHz2vkHFinngBbdQNgUkN13HlQjx3WbWmx2mDddQA2oxGq0y+DevQQJyvMl3UHxRYMmltMGJzbPdbhwxNw8KBnblZ3jDGNRqbVLmpbjB14/vYRmGkZCXTevp+9NRfDVYOQbOh+zzFnT0J5YQMmtwyFWqNChi4PM8+bhdmGsV3uqV9+OABDuxHHDx+GvAnO2VO5llxR9K1I251N547q8hakDooV1hTl+snIiUdVWQtyhnVfP3S3VJW2iJ8ajQrrlxcJt4pCR7sJN5/7EawWK45ZNBwX/XY6ND5YzXpDulfC7F4h/rpXWIyEKzJCP3N/HT69FR0USf9Y+yaKGisQbKYOykVdR0nAj2uweHajKWrqKU5SonXo8L82mU/E6dxbydWIQpy2ezIY6O4VBnQGM2U80Hja4ImunQcffDCw711ZB1tsMvTTR0Gl0UC7MxNtH61C3EULYVi/WwgV3ajBXh93eqdLxVtsbe1AuwGaqaN4M4O1tBLWonKoR3SOQa0SVhIhPg5WwFpdD3VWd4DqoU7msGR0tJmwdVWRsC4kD4qDqqr7WqeLY8bxeUJ87N9SgfLCeuSOcT4/GdZ0FKFv0eEps0/Kg2VtHNZ9XyRER1ZuYpdQScmIxRurL0NyWgyaGzrw6O+X4cOXtuKCX09DwAhE9okNhwzqgSY62NmThYtY44B9IjxpKe7t+72zcylWFW9BKEiODvzVpFdrPaomqkYC8uu7zfEKMTpbxLlWTC2DRVwCXQaHQiDpQGv2pjR4euedd/rcj4XGaBFRNpZ+7w1h1Whug81i7RL7wvqR7OxCMO4shCoxVrguaB/XT86DqcDuEjQXlMG4swiNf31LbKTpifdhLu0udNcb7Vbne4JKr4XNZHaaIWj9UOmdWyYId0tiLNA5HlVaMmzNbjJcaM5PTwbcuYuCREK8DqUl3UHgBw40Y+jQwKRmR8VqYTSYhVhQMLTTOtSzpcSw8RmYvjAPUxcMR2xiFOISe8YvUXxQoFQd7Hl+zCI2rm8ysuNRV9UGi7n7+qkua8GgHOe/l06V0ZMyMOekPGHJYJDosNH24oL6KI0QHCQhORonnj8W2zcGf7F5OBMWS4cvpdB5QTHtj91qWXeAvS08xRtLx/qynXh5y+cIBcMT01Deam8jH0jSRaO3/gsmtRu5uuiZpmtD4Cb2QAWRRptmo6KmAnv37hXxEAwa5sbib74Kh4HoXgkHSoOnlStX9ls9lcGxngbIquNjoM1Jh/GXfBFIatpeKGI1XLNS1EnxsDW1AVlMEVPBtK+sK8OF1g5H6u96AYm3nO9R9spzZTtw0+BJiFF33gZ1WpiitPh641pYR+TAWlQB644CaIfoner1WYsKYS2tgXbhEcIsZ91eAGtlLbS53K8doJuHgoQi6ufdIiNGk90dO7Sv3Q8RYoxBWkJ3TI4reXkJ+O7hUtxcMVwEkj733E786rIZgJlj8r6BY42mFu2qzvtBLLCuZAsaf6nB+Fm52LelApv2FiDzDOeVgsVkgdlkRVSsDh2tRny8ZAOOPnU0DmiA5vp2xMTrRbwH7+k/ryvAxLQxTq83qAzYreu/OB3FwqiJ6fj+k3wRSLr660KMHT0Yw3MzYXS4h5lMZhiNFuj1GhgNFnzx1i6cf+3UrriQdBaC01vQZmrHmm8LMXKCbxaw3pDulTDEdPhreeC+XGWxfwoj6R0D4bwRHf1VQS1rrsZf1rzqlEMeTEakJKKkJfBVP5OjYtDqgaY70Oi+/kBbODNX3Fg6NKpEjBw2DRhm75zK64AWrx07dohrgzEG3ChCPLF8KUhLR9/w+/K73/1ONHhivIivDZ76IvbcuWh9bzk6lm+GKkqHuAvsJZZb318B3YRh0E8YDv200VCZdTBuLxDZK+aiCsSePcfv9y4ytODpUrvwiFbbRUHUyCEYvPIgnn/wcVh0GmjPWQB1fTFMH68QcRua8cNhy1DBvG4vbA+vtPsC42OgO3MuVPXFsOwugmXpBvsb8H6TnQ7tqceI3/nLHTdvxgj9sbhozjm49IL3YbC1Yt++i/DHP67HdacMF/EbiYl63HbrZBx77CfiNeecOglXLDwfKDYDQ7YCWu9aLNSp68SmkHt2LJ5+6CO0PmZAdJwOV963AMXaYrz+yApMmTsMU+cPR1NjGx6//vOueL6FF02CZpoBxSjG1l1F+ORZ+/mJ0uhw+yWXYdTUbCfBsVW3DR0qzzIAb354Lh77w3IseW4zcrPS8exDtyCpJQZ3//t5jJ+dgqOPH472FhPWLj0grh1+JsedOQpHH29/z+LNbWgpHow2Ywde+PprjJiWjItumI5AIrNXnFHZAlXbtBdo0XAVGNu2bRN5/2y+5on/m+XMaR1hdL23aYZKjwl2xTvhhBN6zVZoNxtw87f/QmFDYFNXeyM5OhY58UaYbYEvwnVE1kjUtPdd80ODFHy5v2d/i/SYWEzNCl8xpPnDAFdLbKp+IQZFn9pjX166tBpQgHBj0KI3VhA2QuL15K59czBhaXKK6Pfeew+RzG9/+1vR3OmTTz5xqs3B88rvryfwM+H+yQ9cJepw+MLI6CTcmD256/HjpZtRYvQ9OLLNZd7Ni07AjTndwoNsba3Ff8t3O3WxDRYd93qwkykKKJ4CmDu/HFqDXUToDEBbElDSfX4wdDMQ3QIYYu3PWzrdH7p2j4XH8xsR9IZvLIeeYEvoes6oMmKLbis6FMuKA8P6WWfqLFHIa5kCndV+fkxqAwrjt8KkMSDWlIS8lu7zsz9hMzq0LYiyxGJ4y2RorfbzY9C0i9dY1L2fn9ZmI86f8YpwHSYmJnp07d/52VWIivOvoKGh1Yi/n+HZ+0Y6EZ0yy8wUxm9wFUsLhy+CgygTT28uFk5ej619O2SCg0wblBUUwUHUSmh5H7SZ3GcgDE30zooUSFSdgaSupOuPd7+/SiVie9hbhxlM7ODKf1Nk0grCbolbt27tNRYknO6VYJdADwRs8MSbHBs8ZWdnd21LlizBoURhRzOeLtuODocYD5ZCZ4VSlkaPCNRmQOMwGZo7RQjFiDsMMc6Cg9C9og5fKryj4JjkheDwBIvKDLODWKD4ECLE4v78RFlinAQHMauMsHrVJDMyW9tHOmFzr/QlOigC2O2OG2sEuHaqDbToeG/391h+cBNChVatRqOx7wqn/mCy9m2poG0rv869CyUjLgrmMF3hXAy4Zq7o1ZlQqz0TmzqdTtSX4OZoBWGXRXexIOF0rzhWzI1UgmwEjTjhwZLntHhEdVo8WKH0mqyxeKmCZbvDjMYC5G4DSqYASnqqEB6TgTSX9FtjDFCd5yw4YhqBwTsAdZjS0jpR29SYZJqIRBfBYXep+B5LZlVbcCBuG4a3TEGMJa5LeFBYVEc7n58oawyy2vOcBEerthFF8TtgUwX+/Ej3SoQEkjrm8jtCMUL3C1dYrJDIycFfOLH0Vnr954o9+O/m3iv8BYOZ2UNR1+FcdjyQtPQTk6FVp6O0xX10f7xOhQbv482CFs+RovPNd69YQRRLiLtYEOW6oBXEm1iQQIiOw623yUCgQFg8duDGnIldwmNiXCoG6+NQYgxfW4CewmOyg/CIBqpc3NSVowGbg5iObooIwUGSbElItHW7B0ydgqNd5X89JAqPongKj8mI7hQeems0studz09O22ghfhTatE1BExxEBpJGcMosV6Z0p1B4sP5GIARHXxks5S21eGT1/0Q9/lCiVgXvBpYSldBvo7cWQ+/nVa0Ok+JwKzrUSNZ7V2WyPysIq3Oy1sSMGTPEddjc3CyuOZYM37dvnxAm/vTp8YRQdJiV+EZBRxOeKdshmr2ZbFY8W7YjMgSHAhsxUnhEOYzJUWC4Po5uBnIjQ3CQenU99mj3dgsObWAEh4JFbcaB+G3o0HSfH0eB4fq4TdscVMEhiWD3Cjtb0sLBVNgxY8YEvHCSq+joMBvxwKr/ojnEHSQnpGWjpr1nbYxAkRaTCJOt92611Fe7a3vPmDFYAtfp1t902RjN8KAU0FKsIIwRYmlwulvYv4dWEFbwpCBOSUnpcsUE2goyULJXDlf2dwoPrUqNvf6ktwZbeDCmw9iHm04Iju0REcfhSJWmSpQ+b1W1ok0d+IrPivCgqyXa0vv5aReCY3tQ4jgcke6VCHGvKJYO+o25wjxw4IDonRIss7Nj/xW+57/Wv4P99YGvkdEfMdZ2NAfRvhSvj0J9H9lmWnUmqtrcx5PEaLVoNTVGjKUjPcBlz3vrvUIryKBBg8TWWyyIkpLLdG1/40AGSiDp4S48IhpFeNDV4k54RLUAgyNPcChUa/ov3hYY4UFXS8/z065twYEQCA4i3SsRVAadfnZmF3Dld/TRR4vVZzDfU7F0fLhnOZYdCHJOmBvStNFoVge3BkZ/Hawb2ntfYQ9P8qyoWNAyVxxEh0qUPbc3cgoW7gJJ3cWCBNoKQvdKMK91yWECU1/dCQ8KDj7PGJDDGKa+UngwXZbpsU6CI25bSASHJILcK0xrpC+dZuZjjjlGrDaDieJe2Vy5F8//Yi+cE2rGpaeh2hRc64oVxj5NdLtqq3r9fVZ8bFibvKkdLpU47bigv6cn2SvBsIJI94okaMKDsR50qRzmgsNReBQ6CI92TSuK4raLoNNQId0rEWDpaGhoENkrI0eOFAXCQtH4ipNBVVs9Ht7IwNHQBw3FavVotATfitDeR88VrSoH9R291yJJitKi2buChUGL50hWLxJWBiXDJBiprd6mzHpjBaEQcVdAi8KFokO6Vzxnf0cjbitcHe5hRLbwGB66lP+BKDz2JYbv/Ej3ShhFB2/yXB2yCRRv9qNHjw7de6ts+NeW99FoCE8k+szsXFS0FQT1PUSjN1PvoqO2ve96F3r6icMlOhxcKxpVAmJ0g8T14pjlxGtGEQmBECH+1unozQrCoGhe5xQdihvG0QoiRYdEIjlcCXrKrGLFoDvl559/Rk1NjUhXVHqhhAK+zyc1G3CgJTzdA+k2aDMHvseKKxmi0Zt7bDYVdtb0/febreFLDXS0dCTpj4BerxfxEswwYeAxJ2x+jsx64kYrAwWJP+mtgSwO5lgdldf33LlzRXl1jpVWEKU6Kqt8+hpI+vTTT4vj87yww/L69ev73P+JJ54Q5cspfpgVduuttzpVZn3ggQfEuB03NlOUSCSBd6/4ux0qhMTSwUJf7J/CuhvTp0/vmig4aXBCCTaf7F2FX5qDa2XoiyMyh6HRWBT090mOjkOLyb0LR6MajGZjSa+vpTRsMfXsxRIOS0dG9IlurRu8bhw3d1YQb0REMCuS8rp2tILQunHw4EHRy4QC/KyzzsKZZ56Ju+66CxkZGf0ej6XHb7vtNjz33HNCcFBQnHTSSdizZ494D1f4Pjz2yy+/LGre0PJy1VVXCWHB3i8KrPi7dOlSp3FLJJLAId0rIbZ0cEW6ceNGDB06VDRs401NubF502nWV7ZU5uOZTR8inESzKVMIsBp7LyNc3dr3ZDIkMRkWmyVsliCl54pePQhatftmYhQIvHZoBVE2VysIJ3RPrCCKpS0UZdA50dOywcJkn332mXju3nvvFYXJPG2cRqFw3XXX4eqrrxbHofhgECtFhTt+/PFHUQTtkksuEdaRE088ERdffHEP6wjPH9PUlS09PbBtvSUSicSRoC9r6PemqZkThCdlyQNJUX0V/rn8I8Bqsy/lw8CY1ExUtoXGraNR0w7n5hc2DXbU9F2QbHACzf0NYctcUWKJU6M8K3uuiAWla7Bi+aCQ8MQKogiSUPdeocWDUABceeWVHr1GcU3efffdXc9x3IsWLRIZYO6gdeONN94QIoPtBNjH6Msvv8Tll1/utF9+fr7obUSXDbPIHn30UbFACDTs7Kpy3+C5X9h07aJBI5Glj0WxoQXvVRcEv6trCFE9gIjDFmFj2uRHPUWdKQ6pzSO7Htcm5sOs9a0oWYsP3lyZveJMSGyp9Mu7xm/0Vgo9UFQ11uGyD/6Nko4mpMXEY2R8POoslbCF2FCVmxCNEt+7cHuFRm8F3BhVWluS0G6u6/O1aTF6tFvC7VpRI0U/26djuLpheL0pIkSxghAlE0Z5HGrRwRodnOC9cWMwDop/C8u4O8LHu3fvdvsaWjj4OnbeVf7+66+/Hvfcc0/XPnTTvPLKKyLuo7y8HA8++KBYIGzfvj1i6ohQi7Lp2rR4uwVmRHQiolUavF6VH+6hSQYIapsWelN3vxe1zUf16yPSveJMSO647lJiedP1pL29L1TV1uCaD58RgoPUtrdgfXUF6ltjMSQhL2RGj0GxiShrLQ7Ru/Xe6K2+t/bXDkRrbWEPIo3RDIO6s9GWP1BIUNTSukbBq7hhFKsIJ3BaD4gSHxIqGERKt0iw08SXL1+Ov/zlL3jmmWewadMmfPjhh/jiiy/w8MMPd+1zyimn4IILLsCUKVNEfAgtIUxnf/fddxE5gmNcl+BQOCoxE5cOCl3mm0TiDzKQ1JmwRY0Fy9LBdNx7l7+LHa09i2DVGlqxvKgQuQmpGJWaiINNB7rM+sFgYkYGSltCU045JSoRZmvP91JBh/zG/uuDWG2h7UHjztKRER2csueuVhDGfNCtwDRWRyuI4vYLVl0QRXR4WxiMcRb8vjAV1xE+7q1twJ/+9CfhSrn22mvFY7YYoGvn17/+Nf74xz+6/ft4Ptj3iG0Jwg2/lldnjcV0F8GhcExipmjU+HZ1+McqkUgivMtsMEQHJ5Ndu3bhqZ++xMrGvjNFSprrsLzoAGzWdOQmDA2KiozW6FDbEbreLmmx7s3hNmsOjNb+LUotHcFP6e2NxChOMnok6McH/b14zW3ZskVcf0xtdU3J5e8DlZLrDqVGhzeWDlpqjjjiCCxbtqzrOY6LjxmH0Zsbx1VYKJae3lLVKYj279+P7OxshBOemasyx2JGfN9ZPccmZeGijG5fvUQSidgCtB0qhMTS4WmnWV/hBLF582asqSzA+1U7PX5dYWMNChuB0amZyIrXobS5JGCWj5nZQ1DVHro03Xid+0ZvZR5EPqXFxMKiDo+lQ6NiozmOP/j1IXid0NXASZwuBWUSdhcLEoiU3N7EAN0r3sJ0WQaezpw5UwSGMmWWAobZLOSKK64QHXMZCErOOOMMkfHCFHXGbtB6QesHn1f+7jvuuEM8HjZsGMrKynD//feL3zHINZxckTkGRyT0n0ZM5iRlg1f4u9X7gz4uicQXZCBphLhXHDvN+gNXZ5xIym3teL5kvU+Bovl1lcivA8anZSM1xoaKAGSbmKyhrXmhcxMKoUYMdtb0b20Zmsggq7awZq4Mij4lqO/DGA5eJwzipOBwJx56y4hRxIhrMKovbhhfC4MtXrwY1dXVuO+++0TfF6aff/31113BpawB4jgWpuRyfPxZWloqaoFQYPz5z3/u2qekpEQIDFZR5e8ZdLp27VqP6oYEU3AcmdBdd8Rks+L7hlKclDKk67mv64pxQkouNJ0rhHkUHjYb3q8JXy0eiURyGLhXeBPmTVKdFIvH9q9Ch9m/Gt67asuxpqQCsZpcDIrpWXDJU6ZnDkG9IbSiw2rraeawWLNg8aDPTEasZ7UiguVa0ajiEa11H5sQCNjnhymntDD0Jjjcwf2Y8q0Eo/LfjsGoSl0Q/vTUDeNPs7ebbroJRUVF4u9Zt26dsGA4Bo4yE8VR1NNyQQtHe3u7ECWsaMq4DYV33nlHWDh4PAoQPmY/pHBx+aDRmOUgOMw2K14o34Vdbc4B0ltba/G/it2wOiwwFiTn4Nz0vJCOVyKJZPfK015UMKYV+KGHHhLff+4/depUsajx55gRKTp8da9w1VlYWChcKsNGj8Sfdy5FdVvgAja3VZfgp9IqJOqGIi06zevXJ0aFvqFcu7m5x3MHm3rvOOuIrSNEOb29BJEm6WcEXXDQujBp0iSf3SOBKkxG94rsu9KTwfo4J5dKt+BwL943t9bilYo9TsJjdmIW0rT9Z2pJJKEm1JkrSzorGHPhQQsvRQQz1Kqq3HcZp0X0+eefx1NPPSXaNjC9/pxzzhGVxH09ZsSlzPpq6eDNnHUEDhw4gBkzj8Bftn6D3bW9d071h18qD2J9WS2iLBlIjupeIfZFXlI6yltDF0BKotS6Ho3e1IjDHg/PS1QYRJJCfJRz2fNAwj4jrIbL8vv+CI7eUnIdrSCuKbm9WUFkW3v3lBpb8WL5LiE2uPHfO3sRHAqbWmrwWsVeITsMVgueKduBWnNoqv/2i1UT0Og/upK0IejG7TE2FbtohnsUkgBVMH799ddFDZ9TTz1V9Iy64YYbxL8fe+wxn48ZkTEdXBV6u2ql8uLK8uijj8aj6z/H8iLPA0d9ZWdjNdRNKszKzoPBWosmY+9WlbzkBJS01CCUZMRREDmnxZosmbDBMx+3Rh++7rJp0anQqgM/CdOlQAsHW8yPHz8+qHUxeitM5tgnRtmvqanJp0DSw4EdbfX4b/nurn97wsaWaqgqgTqTAQWddXnCjkULlEwGopuAQfv9roZMwfGbnPFCdDxduhOWcEcVUnCUjbf/HLwTUB1CUY4RXhysqcn5Gueih5u/FYw5t9Jl4ghbNKxevdrnYw74mA42jeMfxxPB6P139q7D69tWIVQwUG1tWSG2VbUiM3YE4nU9J8qU6FiUtx5EqEmK6jmJFTZ4FhgardWixcVKEiq0aiAn1rOy595AFwYtHKxvEWzB0VdhMtcuuRTZ33zzDXbs2BGy8Qw0trfVic0bNjRXY3/ECA4NUDIJMMQBjdlAtX8xMiwB/+vscZgSl4oJsSm4IWdCVwBt+ATHOKA1FWhLAcom2J+ThKQ42JAhQ4TlVtmUbDVPKxgzCN0ddJPQksH6RVwkfffdd6KgICsV+3rMAZ0yyz+cLhUGueTl5WHZge14eNVHCAdmqwU/lhQgSqPFkTkj0GCoQLvZPsFPHZSFstbQR9DbhUP3Yw0Ssb/BswtheFJKDytJKOM5oi1HCMtAoIQB3RdU5CyaNXr06JAKjr6sILzWWZiLIsSxy6vkEKMjwS44FBpY88QGDCrwTXDkjMPU+O64slExicjUxaDMGIZsM4qLcgoOhzi39kTAGANEha+44OFEcXExEkW2oR1XK4evPPnkk8J1Mm7cOHHP5FxLN4q3rpMBnzLLyYjR94zYZ9AKW3jvqC7G7799NeQ9VFwxWMxYXVyAGK0eR2aPRKOxHI1G54qRoUINZ/HWYWZAnmcrv+z4uLCJjnhNFNav3yC+OEzTpGUiJSXF59gLpqNScLBeBb804RYcCrzO6SOlcF65cmWvVUQlhwBxDUD2bvvkrPhVGnLsP70QHnzldTksAd89wRtsFvy7ZHuYBAdXf+OAFgfBobYAg7dLwRHCOh2JiYlOoiNQFYx5//34449FHBxT6NkE8q677hLxHb4ec8CVQefKcNu2bcKHxdQcNqAqb6nHrz5/AW0mz7IyQkG72YiVxfsxddBotBraAbW9i2goMVqdv/T76j03NSfqNWgJTgucfhmaPA2zxy9AXV2dSH/mpEzTXlpamrjIuTl2J+4Ltomn4KD5kV+USBIcN998s0gtY1rrQBIczz77rNgYtE0mTpwo6oSwZ0ugsNY2wvzBcqCtA4jWQ3vOfKgzU112ssFaXAk0toiiLsavl8I2ZzxUaUmw1TfB9M5SeydpqxWqjGRoz5oHVYz/K8Cbb16DTz8tQlFRC3755VxMm+a+JPtLL+3GX/+6GVarDQsXDsYzz8yBLptWgbE+CQ9FcEyn4DAYgQNlMLR34KllX6DgqNHAoNSeM9K3a4F9xTStAbFRwBnzgNQkgPeC97rPDzKSgdPnAd6cn14Ex8Mvv46X3lrv2/nRBcazf7CgEff/fjka6jsQn6DHA0/Mx8ixzueH77vt50pUlrXCZrXhh5K1uPbe8dDpNfhxeTGeeqQ77bOuth1pGTF469vzMFAbvjlWMD777LOdKhgz7b4v6BLmoo2u4A8++AAXXnih38eMqOyV3twr9Mmz/gb/cJZ5puBoNRpw7ecvoLK1EZHG+LQ8fF2Qj5e3lKCpfWTIq8e1GLvrGGhUqTjY5LnlQq8Nk+IQHXini+uAKpvR0PPmzRMXNrM7aEakVWDDhg0iPZpWjN7Kd1OYUnCwsmYkWTj4pbz99tuxYsUKLF26VHyZBxK5ubn461//Ks4tY2QWLlyIs846K6AxKeZPVkEzcxz0tyyGZs5UmD9a0WMfa0Ep0NIG9cQR9m1oFszfbbD/MiEOumvPhP7G86D/3QVQJcTB8v3PARnb+eePwOrVZ2LYsN5TnAsLm/CnP23EqlVnYt++i1BZ2YYXXtgFJNQAWXucpwsKj+q+a4nwyv1VNkvAd07gReUwpiTgqTQj9o3MAD7peX6wpwgorgCuPx+44XwgbzCwrPv84OozgevPA357AUDL5nIvzg+HXzEWaHEQFCorkLMD80+O8/38BIg//2EVzrlsHD5avRhX3jgVD9zS8/ws/bwADXUdWHhqHk44cyRUahXe/u928bvZC4bg7aXndW3jJqfjlHNHD/iGb7fddhtefPFFvPrqq6I9CC2trhWMHYNCWfeHMRwFBQVYtWoVTj75ZHH/uvPOOz0+5oANJOWqlwGjzDpgyWcqLIvVipu/fcWj6pqhZkRyDlYWd/d6eX/3fuyuzoUKzpHAwSI1OhFmW3dAR6uRMRqeY3GxkoSSjBjnVT/FAk2HFA60brFCJvuAMIiYXwpGUrOVO4OalIwQ/o6TImN9uEUKHB/NkyywQ8FBQTTQYAVTps0xNoaN4FjNlDVGuCAIBLaWdtjKqqGear/JqyfmwdbYAlttY8+ZmB83V+vEaIIqyR43odJqoNLZDbY2Zg4xIy5AmnPevGzk5vZdU+X99wtx5pnDkJVl7xx8/fUT8PbbnU3oEik89joLj/rBQPXwPgXHTKVeCdOuG5vxn44S7GtvAsbn2a09dW4WXmar2F/MTrSOJHbGlWg1QOf5EZYOb86PIjiaM5wFx+AdQGyT/+fHT+pq2rFrSzVOPc9+/Rx/Wh4qy1pQzN4WDhTtq8eg7Dio2XNBBcycnYMvPsjvcbzqilZsWF2K084f+B2MFy9ejH/+85/CMsnqxaxp5VrBWAkSJXSrsFYHF3+sz8EFEu+3jsUE+zvmgIzp4OqWkwqDWWgmV3hk9Uf4/kDkRfxnxaViW1UdzC6FoH4qLUFJczJOGpkAa5DjJdJiEmDs7C7L+83eWs8rofLe02IKbeVUhShNNOJ0if2a+rja5sZrhYKUgoMqm1YwWsBo5aDYiKRJnYKDfU4++ugj/PDDD11+0YEMz/97770nVja9NZlTUu+4oZcUP0coMFTxsVBp7Gsf0eE3Kd7+fFpS135qrtxtsbBszgc0algPVkJzZnc1VpvZAtPzH8PW0AxVVhq0l57k+R9WMRpo6vum+ZerspDbngvs7bmQOCZ9FBYN1QJ77ZaAY9IMuOH4I4G9fUxc9bn2NNN058aUV2WN6RYcxGiGPjYGtw11yIC5LRcYPMhuwVAYMweYcQJQ3QDY1MDC84Cxw+yuFuXGsPsA8x6BMy8DRg4R51Hh89qDYut5bsY4Cw5xLLU9HTiY5yf1IJDefxYgBUb6oFhotd3XT9bgeJSXtmBIXvf1Q3dLeUmL+Enhseq7IpQX9yym+Nm7e3HswiFITQ9sheZQu1cU6PbozfVBV68j8+fPF0XB/DnmgMheUUQHb9IUG1ReNK/TyqHw6taVeGWrG5NimIlR6VBc14YmU4fb3xc3NeCNrVosnjgcGo3dJx6sRm91nfd4nToD5a2ei5zchCRYbOFxV2XEZnvlBlHcMNzoZmE/EV4zDEKlSZBihDEg/L23XVwDCcf2yCOP4O233xaCgxaCgQzjqigyuBLieaWQ4mqoN5jC9+CDDwZ0DLaqOiA+GZqpo3ghQL0jE+ZPV0F3wcIuawfdKxQf5i/WwLJhJ7RzpyGiaU7vITqOSHAfE9Evbe1AuwGYYj8/KK0UbhnhZiH8LtBKQvFBN0xNPZDpQaVlR5fKAOa4U/NQtyIOK78tgkajQs7QRGg6hYrj9/aTd/bg/x6eHfD3D5foiFTC7l5RylRzFcubm6Pg+OHADjy06gNEGlq1BjFRaajpRXAodFjMeHXrAVQ1j4AtSLnsjt+dRqbreUFuP1HQwSQjxvf26bxW9u7dKya/uXPnio3WEAaTMgaEPklaQxicGoimgp7CG9ff/vY3vPTSSyLPnTVCBjpjx44VZlS6t+jDZafbvlZE9BPT5aVstF72hrBqtLTBZrF2nT9h5UhyNtlbdhUCibF2V4EKUE/Ig7WwZ7Vdig/NjLGw0iISIhLidWh2yFdvbjYhPl7X/ws1PWOp2q0u16peC5jMzlOO0QzoXY5Pd1RCrF1wkLRkEQPTA4oP/s7VfdUbzE4J1/nxgMyceNRUtcFs7r5+KkpbkD3Y+frhAmT81AwsPC0P808ejqEjEjFijLMb+uefymE0WHDMgtyAjE0SAe4VfvCOgYB0rxD6h2kmZ4VR5TmFA401SNTHoMEQOSlZ/BNyE3LxU6nzKqUvPt9XgCmDsjBrcAusCGyfEysMXePaVeOdKyc1RoeO0M3JTqS7xHN4CoUEV9+c0BnvQWjtYIoXN1rN6uvrxX60hLCSnmM2jGvVvUDBa5vt5v/zn/+IiO7Jk51N0AMVxlSNGjVK/JtWSIo65vSzT4M73FVI7A1VfAxU2emwbsm3i4UdhVAlxjm5VsR+ifFAUxuQaQPUKlj3l0HVmeFClwpiY6DSa0VmgnV7gXCxeEx8LaDre/Hw7aY1OOq0GUhP6ynSB01owz/+by0mzT8WKSl6/O/pTZgxIx1I61xkWLVAPTNXHBYdWoM9rdaF/5TuwC25kxCj7rwParUw6rX4buNamIfn2K0UOwqAHD3g6B0oKgTKaoAFR9hdKjsLgMpaIFsPtLaLrCC7ILEBm3YDHUZgUHdb6vz2XkQIYzdY6Ix/g2NMR0qJUxVSv86PO2I8E0V0gzDw88sP8nHm4rFY9kUhxo8ZjLwhmTCj+zM1GswwGSzQRWlg7LDg/Vd34crfTu36vc4Uh6UfHMQZF46BxsHtFChka/sIiengapWw9oZSkMSVq6fOx/njZ+G1ravw31++jwjxMSF9JL4v2u/167ZWVaCkKQbnjM2GTd0dwOMvbZ3VRFXWdNR2eFd+PUZrG1Cig42FKDjYR6W34CXW+KDI4MZVOmMQKEDouqMIoYtAcdNQ7AbCDUPBwe6LDLJixdHp06fjUIWizjFmw1+0Z86F+aPlsKzcDETpoD1ngXje9PEKqMcOg2b8cGgYaGrTwcoJl6KjuAK6M+yVbK0VdbAs7czUYJG57HRoT/PCRB5P1437Cqi/+c1KfPFFMSoq2vDVuh+RkKATGRjXXrtCBEeeeeZwZKcB888x48iTnhSvWbAgB/dcMhfQFdurk5ZO6ik4crcBup7nsKijBU+W2IVHtNouCvQjhmDIqoN4/vXHYdFpgLMWAHXFwKcr7HEbY4cDqSpg7V7gzyvtoiM+Bjh9rn0/ZrZ8331+kJ0OnHSM/Xf9Ed1iFx78G9hLRhxDDRjigZxd+M31K/w7PwHgnr/NxQO3Lsf/ntqMIVnpePGRW5BSH4M/PPE8ps1LwfyThqOt1YTl3xzoWviecu4ozDsxu0twpFROwLSEDkxbHJxyB9K94ozK1lseYoDhilOYTzs7xO7fv1+Yvpkm6UkvihZjB17buhIvhlF8jE8bju+L/IvPYJXB04cNQlpKpbB2+kOURoeseLvp8mBFKna1elc++vxx2ag3BE4AecPNMx5GrM7zbqssQsM6HrQgUKj6eg2y8A1FCH9SoChFyShSlIZt3sDrmWlk7Lz41VdfYfbswPuEwwVdJazJMXToUOG6euutt4T7iMLqhBNO8OgYDCRluWb9H6+CiituHxgVk4RbBndbjv5evBkHDb5bDDvuRfDhJE0rgaPLU2sEcrcCemfLiuoB55fmRSfg9w7Cg2xpqcXzZbuduuoGE5vjmNoTnIUHiasFcnaHrO/Kpn5uUxpLFDLrpkBjtVvZLGoDKlO3wqIxIMqYhEH13ddPZepmGHUt0JljxfNqq93dY9a0i9dY1b03omppNmL+2FeE67C/Il3KtX/FO1dBH+vbta9gbDPitYs8e99IJ2QxHVSZFBlcqbLCKPunsEunp6XQ4/XR+O3ME7Hyivtxx1GnIdlNv5Hgp8b631eFN41Piyqx/WAarBb/Tv+gWLtfkskzpca+TcTuaDeHJ4g0VhvvleCglYK1IaZMmeKz4FBcBXTJ8DiM1qaAodBgfAijudlMkDEIDJr0VHAwZ50pZJ999tkhJTgUyxLz+WkxOv7444VrxRvBcdjiheBwR2FHM54s2Y4OhxgPlkJnwTAuWkJOTLO98qhjjAdLobNgWIT0XbGqzE5igeJDiBCLe1ef1hzjJDiIRW2ETRV402846nREMiFzr/BGzoBRwpsz/b7eNn2jaTdGo8N1U4/DpROPxVs7f8R/N/+A+o7WoKfGbq/umRrrDxvqalFrTcX8ISaotD3TtzwhyqqCSQ2obVloMnnXdCclOgYdlraId62UlZUJtwjL4NMaESho5WDQMjdmmLAgHS0gtKjs2bNHFChT3DBcWbi6YSg4uPL/wx/+gE8//VRY7A41GBAr8RIrU0onOgsODQXHNo8Eh6PwYMnz3w+ZhCiV3cLACqXX5ozFi2W7Q29uV4SHo8WDFUpZdZXxKWHWHja1BZUp25BZPwU6c1y38KifjMa4gz0ER0pLnpPgMOgaUZ28AzbGrAR6bNK9Eh7RsWXLFnEjZyllxYztqehQ3DLKvpwwEqJi8Jvpx+OySXPwxvbVQRMfCfpYVLdZ0Wjw3pLQHwUNdahqi8IF44dCpfbBimK1W4nq2XDJS4YlsehLO8JBeqxnoqOkpERYIViIxjGrKdBQUPDa5DZ8+HBRA4QpuNw2bdokrjclEFVxw7Bmxa233ipKBR933HFBG5tkgNGeBHQkOguOIRQc3n/XCoTw2IGbcyd2CY/JcakYHBWHEkPo2y3YhQdjPCZ2Cw92m2WDu+gwjMeN8KhK2SYsGF3CwxKN1CZ7ILRCWhNrhHRbmY26JrvgUAdecEjC6F6ZMWNGlznbm06zithQBIcoIOSw6ozTRQnxsfyyP+HmaScgXuOf78wRrUoNnToRJc3dZcYDTYvRgP9tOYiGNu/LpyeJqoMq7Kj2Pi5jUGxoKqZ6UonUHXRzsM0ygzKDKTjcQbcf3TC8XumGoTuGzzEO6Ve/+pWwuvzmN78R2SpsCS2RdBFX31mF1NHC4bu439/ehKdKdohmbyabVWS4hEVwKMQ0iRLowtWiVCeNAMGhYFWbhfAwaVv7mOYcBUczqoIsOKR7JUyig/50VxN1f5YOCg66VLjxtVxx9pZt0FrfiEnt0XjruGtw59GnIyXaoWKfr6mxiUOwo8Y7t4WvfLhnP3ZUDoYanseqGK2tUNty0dpPvRB3xOvDZw/tz73CmB92F6ZQZdfZcMJrjmOgC4ZuQdaSYQlhxjmwboVjbwKJRJBYBWTttguOKP+tifs6hcfTpTuxpy0Cek/FdgqPnJ1AbASMp1fh0bf72C44tgsLSTCxBWg7VNCG9c37aG+vWDgoOPoSG9yPkxSrUtJ1w1TKCRiLSyfNwVvb1+CFzd/75HbxNTXWH9aXl6KkORGnjh4EK6r63b/ZUI/CKt/Eg6aPCO1wuleY2cTPkzUhIi1Km0GUDBp9/fXXRR8CRpL3VeZbchjDvisBRPReiSQoPCIYRXjYXS09F3JGbUtIBAeRdTrCmL3iSm+WDgoNTwQHf8/Kk8ok5Vi7gW6X66YvxIrL/oS7jjkTqdHxXqbGhlZwKJS1NOG1rbUwmftuXpYWnQgbVDjg48rHaPEteNVf4nWJiNHGuRWPdF9EquD4/vvvcfnll+O5557ravfMdDjHHkESiSRyYDYLhYdZ42zxMFFwpGwLieCQRFAZdHcxHYo7hYKD/+5LcDDYjymOXG2yIyknAHfE6qJw7bTjsPyye4X4SIvpW3zkBSg11h+MFgte31aIsqY82FiMxw1pMYlQIRcGq/cWiyiNBi2mxohxrSiCg4Gj7CzMol2RBMuqX3zxxfj3v/+NSy+9NGx9XSQSiffCo9JBeDDWoyolNBYOBeleiVD3iuJOUWqVuQaMOsL0RvaDiImJwZFHHtmjfHpf4uOSibPx1o4f8eLm71Hb7lxgKDM2BTsCnBrrD1/vL8Tw2HgcN8oGlcbZRRSr06Oo0bMaJ64MT2KcRGDNv766Vvh5M2C0oqJCCA5mkEQSP/30Ey644AL84x//wNVXXy0FRxjY196Im/atDvcwJAMUq8aE8vRNYXt/6V6JMEuHIjQUd4oYVB8WDvbVWL9+vUhdZCqlJ4LDreXj0j/h7tlndVk+mBpb224LSmqsPxxoa8Ene21Q2di/oRu1SoWdNT2bXnlCQoiqCPbX6I2fO2tisDZGJAoOFsM677zz8Oc//1lkq0jBIZFIJAM8poPuFcf4DW59VaZk3YSRI0eK7AF/JoEYnR6/mrpAiI97Zp+F7PhsFAcxNdYf6jra8L8t5Wg1dKfVNnToYeqs0+Et6XHhS5dV3CsUHIzHYS0MCg5PSuGHErruzj77bPzpT3/CTTfdJAWHRCLxCeleiSBLBwUGG3LRXdJfhgpTKFmZktaNQAbvUXxcM3UBPjzvN/jXovMwNDG8KZq9YbXZsGTnfuyrHQqVja4V33tPJMQFprW0r6KDnyfbo7PpHwUH3WSRBEv1n3nmmSId9rbbbpOCQyKR+E4ganTYcMgQlpgOpcIoXSTs70C/OYMH2VeDGSiOq15aQdh3g6mJjN9gl9BgEK3V4dfT5+DqKcfgnV0/47G1S5Ff712r+FCwqvggUmNGoLbD98ZzVlt4ivkk6pOhU+tF4zY2EKPgCFareV+hGDrjjDPwu9/9DnfddZcUHBKJRDIQRYdy83Ys+MUVLtMjmYnCvhcUIMxioG+fAoRFmRhkyNeyQRwLjAUbnUaDyyfNwiUTZuKT/K34+0/fYVu1b7ETgSZKo8b544fjQGMhbH5I3xZjeNxIaTFZQnDQusXPnf13IgmWXKfguPbaa0XXWCk4AoeRBSx9TBhgk7NLMkciWx8russuqSrwayxNPbvKhxWnjq4+HUAFVI0EDLH2dvQZBX73QmmMrNA2pEWIMVTvQ3kj2XsljJYOx4BRpcIooZgYPHiw2JS+F6WlpaLgF+M+cnNzRcM4lqIO1USgUatx7thpOGfMVHxTsBN/X7sU68r8a2vvD5Mz0jE6DShs9O+GmxufCLMtPIV9bC1qtJnbhOAIhYD0Bord008/HZdccgkeeeQRKTgiBH4K12aPxYyEdPF4ZEyiaPn+akV+uIcWGXA2YtO1Fvv5EX1f2BclMz/sTdgkdmT2SphEBwUExQbdJxQSvd3UKSy40fzO5lt0u9ACsnHjRvE8X08rCOtyhGJi4HucPHIiThoxAauK9+Pva7/DD0WdvRVCAP/CCyeMQHlLESpa/c8tzxVFt8IjOqIt8UJw8HOMJA4cOCAEBwNHmRrbVzCzJNSCY1yX4FA4JjETVhvweuVhLjyE4BjXLTgUmjqLJErhITmcRQe7cjITgH58BunxBj906NAewoF9LRg0OmHCBGRl2TMd+JMWEgYeUoAws4DCheKDW3JyctAnCo5z3tBRYttYXiQsH1/s2x7U9xyZnISZObEobvbPuuFIaowehjCVITli7FERJzhoUTvttNNw8skni+JfUnBEBrwr/Cp7LI5wERwKxyZlwgob3qzch8NWcFQ4WDhcofBgavygfVJ4hBnpXnEmZHfYP/zhD6LE9WWXXYalS5eKzp3z5s3DY489JkSGwWDAO++8IywibPSlCA4FioyMjAzRX4WdP/mTlhNmGqxcuVIEANIto9T6CCYzs4fh3XN+hXVX/R8uGD9D1MwINGePycOw5HYUN3vfQbYvYsM452cmDEYkwYJkp556qmhN/8wzz0jBESHw23RN9ljMTMjoc7+5SVm4ZNBIHLaCo7nv84PGLHusx6E0Yw1AZJfZMAaS5uTk4MYbb8Rvf/tbIRA++ugjfPjhh3jooYdEUCE3PtdbSXMFTg7MfOHGOJGGhgZRYIrCgxYRihNaQPh7ipVgMSkjB6+cfjnuPfZkPL5uGd7asREmq38ukKy4WByfl4bCxkIEBVV4IsRiEI/Ksirx2URCxgotZrRwsIT+iy++GNTrROIdV2WNwZH9CA6FecnZ4DLjnarw9EoKj+AY07/gUGjMtqu4QYfJ+YlApKUjAlJmKUA4+fz6178WK80TTzxRCAkGkvLfI0aMwFlnnSVcMLRo9LUC5bGY5cKNBcOYWksBwkwEo9GI9PR0IUD409vqpZ4yKiUDz5x8Ee6ZfRKe2PADXtm6Fu1m78OcT8wbCqhrUNhYjGDRbg5Pz5WUqAxhWWAFUiU9mtcAM5VCHbRJwcsslcmTJ+OVV16RgiPCBMdRiYO6HptsViytL8Upqd21eb6sLcZJqbnQdF43Cyg8bDa8Wx04N2REwpmnkoKj+/xAZQVSSoE6h9pFqcVAfa49q4U0sAowXS2H+PmRDAjC2nuFMB7jiiuuwB133CFEARu4ff755/jggw+wcOFCYR1RBAgLg/UnQGgl4TZ69Gi0tLQIAUKXDWt90PKhTHbBiC3ITUzBP48/F3cefQL+8/MKvPDLajQb+8/PS4rS44wxOShoCG52TEp0DDrM4anRMTQ1D0cOPVIIQaZHc+PnQuuW8pnwWgi2AGEZfV5Po0aNwhtvvBE0ISrxniuzRuNoB8FhtlnxbOkuITwcRcfmlloUG1pwXfa4LtfmwpQcEePxfnWQLIQRIThGA00ugiNnl/2no+iIrwWiWuxBpkpAR0OOPcYj4xA9PxGMzF5xJux3XBb7YhEmBQoGdvLkRtHw5ZdfCgFCiwhFgxKEykJh/QkQrqi5cYLhsWhSZ6Aq3TCpqaldgaiBTt8cFJeAh+adjltnLcRzm1bhqfU/oNHkXnzMGZKD5OjWoAsOMjSRbqt2hIP02Owe6dF0hdXW1goBsmXLFvF7xTXGzyfQFggKWgoOClnGD0Va2u7hzOCoOCeXihAcZbuws60eo2N6ult/aanFSxV78KussV3CY05SFn5oKENtL9+1AY0xztmlogiOuHqgzY07OqEWwB57Oq0iPBjjkVwG6A7B8xPBSPdKhImO/gTJhRdeKDaWSv/mm2+EADn33HPF72gipwA55phj+p2guD83um54LAqQsrIyUVqdK2ym4gY63iBRF4VT47Jw5IxTsEVrxDObV6Oitcmp0BfrbtSFKMxiUFyM8H9HSkt7xwwkBgBTFPBzoQuGgcV0ifEz4U9/BQJTsM855xwhZngNRVphssOdUkMrnivbhetzxovH/PeO1vo+X/Nzc40oHMagU6PVgqdKd0SO4GCtDFZDC5ThLqoVyN4FlNvPj/g3BUdfJNTYXSwMOmUr98E7Aic4eFzOhOoImQ4VV1IYm1lKDgHR4QhLo3PS4MZCYcyAYRDqxRdfLFwlFCD83bHHHtuv64THYg0QbjwWJzq6YTjZJSYmdtUC8acnCIuccfXOyXTe0cdgkV6PG2ctwJvbN+DT/J+RGN3od6Evb0nQq9FoRMhRQYW0GAezsBtotVJic8aMGSMsU7SAKJYpCkPFCuLt58IKqOeff7743BmoHAmBrOSvf/0r7r77bvz+97/HE088gcOd7a31eL5sd9e/PWFDc7WY1+vMBuxvD0/9mR5YtNCXT4Y1ugnmtP2BEx7x9UD27u5/e0JiZysHrQGICdD5samgr6T4UcGYuTP8E71Nhfja8VDZVGhOj4DxuCDdKwNUdDjCSYPFnLhxcv/hhx/E6vXqq68WJnul0NOCBQv6XSHzWKwXwo2ra6UcO8uv0zKiCBBv2q7zOOyGy9X09OnTu6ww7O/yq2mzcdWUo7C6ZCve3f0D9tYFL2jUFY3aGJ64neh00XPFUxxdY7RMURg6fi5KmXyKEO7TVxxIe3u7sJRxn08//dSrzzGYbNiwAc8//7xIHZd0s621zuvXrG+OoB5JFg30FZOgNsaJjZjTA5g5Eu/9+ekSHoESHFXjoG5PFQ/1lRPCKzyE4BgHfed4EmomRJzwkO6VQ0B0OEKrBjNeuD399NNYvXq1KETG1Fy6UZgWyTiQRYsW9bvCpUhgyXVuSj8YJRCVq2tFgFCM9DbR8T0pOLgyZ4Ezd3EnGrUG84dOx7wh07C1ej/e3/0D1pbtRLAxWnzvTBto14o38HNjZ2FuSpl8fjas+8LPn+KDG60kjuebYoWWMP6kay5YzQK9hVYcxiwxVZcl1yWHDmpjAtSGbmGrbbJnjpjTD4HMEUVwtKV1PaXuSITKFAObvi2MgqN7PFpjIjTmGFh0YRiP5PAQHY4wE4HWDW6sLsnute+//75oUc6sBVadZCAhBYpjJ1t3cDJjwCE3s9ksJjoKEJbMpjhRBAjdMYoAYbouBQdfw+yZ/jIx+Pupg0aJraixEh/sWY6lBzb4XevDHXq1Gq2m8DR6y/BTdLh+LtnZ2WKj60qpUstGcnzM+A+6U/Ly8nDTTTeJz/3bb78Vn1OkQEFMMUwhLEXHoYU1pgHGzN3QV3ZnjmibcsTPAS08bOghOBizYszaHibBgR6Cw6a2oDl9e8QJDuleceaQLcFIl8acOXOEr5yWCk48dKHcd999IpaDK01aRBhg6ImYYYXUqVOnCkHDmAOunikwaFlhLAhX3ewPw2Pz996mfg5LysRtsxbjjTPuwyUTTkCCvm9R5C3Dk1P86kzrD+mxgRMdjtCqQZFBixKr27KSLa0if/nLXzBy5EisWrVKWDro7ooUmDXD6+bRRx/FQIMxKLyub7nlloAd01bbCNt/P4Ht30tge+Ej2Kp6ug9sVhtsxZWwbd8P244C2N5fKl4nflffBNvzH8L27AewPf0ebO9+B1u775/3/n2NOGHBJ5gxaQkWHPsRdu3sOR6r1YY/3rUWR894DzOnLMGNv1kBI9vodvKv57/Hpbc9jQ/e24fvl5bAYLQI4aGtHQF/uPnmNRg+/C2oVC9g8+aaXvdbsmQ/Ro9+ByNHvo3rrlsJk8kaMMHR1GjEl58dwDtv78aFv38COwqK3J6fe+9ai2OOeA9HTl2Cm653Pj//fnyL+N1R09/FpRd+i4YGg/eCo84uOJqbjPj2ywP44N3duPTWJ7Czl/H8+U9rceIx72HhrCW483fO43n2ic1YdPS7OGXuBzj7hI+x+ecqb89Qf8MNyOYttPxzPuI9kUUQ169f3+f+nCtZ64pWfVqVb731VjHPKTB0ga1MuKDjPrzHPvzww6JApzccsqLDdXLiSWczLxYNY9n08ePHi5soP5TFixfjrbfeEpVN+zuBSsYFC0uxHPu4ceOEcOFxeUNmDAHTQH0tx54ak4irp5yKN8+8DzfOOAdZcXZfpb9khTGWwV/3iicoNVr4haCbhbEg/NIw1odfvkiguLhYBI2++eabERPMGvYYlM9WAUeMg+rmxcCxU4GPV/Tcp7AUaGkDJo6AauIIYEgWsGyD/XcJccA1Z0J1w3lQ3XiB/fHyn30ezu9vXIWrrhmHTdsX45bbp+KG63qO57X/7caWX2qwcu252LDlQqjVKjz7H3sfJoqMN1/bgyden4AzbjQjNS0KmzbaYyq0jRQeeT6P7fzzR2D16jMxbFjvbsKmZiP++dhWrFp1JvbtuwiVlW144YVdPr8nZztd9Vio2+w9Xn5aU46RYxJw7m1GnHdlBn7r5vy8/spubNlcgxU/nYv1m+3n57nO8/PDshK8+foefLv8LKz75UJMm5GORx7Y4NV44uvGQt85nvU/lSNvdAJOuMmIUy/NwB039hzPktd3Y/uWGny+4lwsW2cfz/+es49nx7YavPHSTnyy9Bx8teo8XHntRNx/5xoMdJYsWYLbbrsN999/v1jkcMF80kknCauwOzj/sXQF99+1axdeeuklcYx77rmna5+//e1vePbZZ/Gf//xH7MPHf//73/HUU095NbbDQnS4ChCuiLkaZlYEb6bsfEp3DCes8847D6+99poQDv0JEB6LIoNuFRYu4wdLaOqnsGFBMsYe+CJAYrRROHvMPLxy2j24d/aVGJs6FP6QEh2episqqJEa3XfmSqCgEr/hhhvE+acF6sEHH8SaNWtEmf1I4OeffxZfel5/tJ5xW7Fihbj2+G+OPxJxjEGhoAsUtpZ2oKwamDLa/sSEPKCxpcuK0QWNhvwq0uLBn0YTkGgX0SqtBiqd3Uts4/eMv/OR6qp2bN5UjcWX2Mdz1jl5KC1pwf79zuPZvq0WCxYOhl5v75Z9wklDsOSt/K7fHT07CwkJeljja6AbXoD8vd2ZJtrGwdDWDvdpfPPmZSM3t++4pMKCZpywaDCysmLF2K6/fgLefnufX4JD02qvD9LRbkZ5eTOGzCkRmTln8vyUtqDA9fxsdT4/i04cgnfe7jw/W7vPDznhpKFd585zwdE5ng4zKiqakX5UCcxRTTjlzDyUlbbgQIHzeHZtr8Wc+d3jWbBoCD5akt+VWWcyW9HWZr9umhoNyMqJG/C9Vx5//HFcd911IrmCluDnnntOhBS8/PLLbvf/8ccfRebnJZdcIhbiDEGgldjROsJ9GJ5A1zD3YUYg9+vPgnJIx3R4Cy/ASZMmiY0Kj9YKrox5c/3d734nTPY8yUzHpXXD0WVCQbJ//36UlJQI0aL0i2EdCFo/WHOCMSCsA8KYELoBGAfibT8Ye9DpNMwbMhXbqgvwngg63eH136rXWgAzQk5qdAa06uBfZpyw+ZnxC7B8+XKnhoGhLrPeG8cff7xoUOgIbwq8XtgQMVLLsXsTg0JXlqM7i4K8V5pagIRYqDTqrs/JlhQvhAfSHApeDR8MqGOBLfn8QgDFlcDpR3X92ma2AC9+DDQ2A5lpwMUnefy36apGQ9NibwUfU9OBF+4YgfiD3U3knrklF6nlgxCt6p6Ifn/yJOzZ3QD17qHQalUYVJuH206fheiCsbj8yBlY01EG2/bhiI7VonVvJSzmOhgMFkRF2T9fbWOuyK4wp/Z0BfhLc4sJg3O7xzp8eAIOHvQtgFxXPaZLcJDWVjOSEmMQWz0SqO4+PykVgxCtdjg/p9jPj2bPUGi0KmTW5uF2np/Csbh81gysMZTBtmM4YmK00OypxD+uGwv1rjHQR9vPjzn5IMwpB3uMJ65uTJfgIG2d40mpGwl0esGevTUXg2sGIVXXPZ7bTp2E/D0NSCgYCo1GhWGNefi/M2chtXgs5iQDnz0+B5tfqhafz0h1Fn5z73DEFnffs9oTD6I9qed4wpG90uTyfVJ6ljnCqs9c4DAd33GBzO8v4xzdMXv2bFGhmffPWbNmiZAEFua8/PLLnfZ54YUXxDzJEAKWhODijgLHGw5r0eEIb3j0Z9GcxA+LJ50ChGan22+/XRQgowDhRuHA9EtObKyM6pqGyWMxe4UbPxxeKEq6JycdRYB40w+Gx5wyaKTYDjZV4oPdy/HdATaY80xJWGxth1Q8hyO0JNGUSOsS06dZ7TQSYXovBa4jvHZ4Pbk+H2kxKLQIegJjVWhhCiiM80hKBqaMon8T2JYJfL4KOG9hl7UDN5xnFx9frQE27gTmTEOwGDUmGS0tJnz1RZEQHTk5cSjrFLbZObGYOCUN331XDLUKGDos0a3w1bSmB0V0BBKO0RdGjXY+P9k5cVCX2v/+LJ6fyWlYyvPDKsnDO88PT1Y/RLX7Np4Ro5LR2mLC0q+KhAjKyo6Dqsz+fi0tRhQfbMaZ545CTKwWe3fVYc2KEpxwim/WqGAHkg4Z4lDuHhCL5QceeMDpOSY9cBHGOcYRPuYi2B20cPB1jIPkgpoL5euvv97JvUL3C+cyLpK4QOJ7/PnPfxZWUG+QosMNvEEwSIZZL//3f/8nfPEUICwsxRUpUy9Z/+Prr7/uNwvGsR+MYzn2wsJC4X6hZUSphuppP5ihiZm4ddZiXDXlVHyydxU+3bcGzca+RUWrycNiQgMsnoOCg58JU2Jp4Rg2bFhQ3+9wQolB+e677zyOQaFgpwBU4E3K9UbZRWI80NwGm8UqrB3CnUkrB60djuwuBBZNsosLxQ2zal2Pw/H3tmljgc9W+iQ64uK0aGs3i8BD+v1tnav7uHjn7yWnq+kzMsRGCvY3ITmle7U5fnyK2BSXDY+r1zt7sm3q4JgdE+J1KN3W3V/pwIFmDB3qY6o4q5ha1T3ODwN7hUiw2c9PvMv54QmaNiNDbKTQ5fyMm5AiNsfzo3M5P+6wqi1QW7r3i43Top2fl83WVQq/tcWMWNfxAJg8LUNspKiwCUnJ9vEUFzWLsVFwkBGjk7FxXWXXNRCJ38lEh0y8QFVW5r2TIQfPPPOMiH/ct2+f+O4zUJTBo+Tdd98V8WhciLMR6+bNm0VQObM1r7zySo/fS4qOfqBoYNYLgxJ5Ypl2S0XIE80Ph3EcLERGCwiDF/sy5TsWvaKoYWqnYz8Y+ssVAeLJxZQSnSCEx+IJx+Pbwg3C+lHeyp4LzuTEJ8JsbRrw6bLuBAe/EB9//LH40vD8DzQ47kjFMQZFgasbWpQYTEY3iqtLyJ25tzdU8TGwZacDW/OB6WOBnYUiVkPl6FohSZ3iJLNzsissAwbZA6xtDc1AbAxUeq2YDLGzwO5i8RBLXC1sOnuEvi4F2FW1Bcu21OC4hbn46ccKbCgswPnD9E6eSaPJAoPBKib4piYj/v3mBlx0yWiYO8Nd6usNSEmJQofBghff346z5x/r9J42rQGmQe5XnP6Sl5eA7x4uxc0Vw5GZGYPnntuJiy7qdhd5gyFrB6IqJgFW+zQRHaNFYrIW329Zi/kLc7B2jf38nOd6fowWGA1WxCfoRLYLz8/iix3OT50BKalRMHRY8PTbm3DEzEEwp3QXD7RGu++E3Zy+A4nVk6BSxhOtRUKSfTyz5+dg49oKrCsowMm5ejguwUxGi8jgiY3ToaXJiP+8uQHnLB4tWtbUaCrw0Xf5GD3/GETFaLH+x3KsL8zH2Sndi0lzlH+duQPpXklMTOw3/Z8WdH4v6d53hI8d3c6O8D5KV8q1114rHjNRgvMTO8H/8Y9/FO4ZLsBp7bjooou69mHWJq2bUnQECYoGmp9oUuLKj0GitH6wHDuDFZkRowgQumr6iyWgaZ3Bq9wYkOrYD4aWEaUWSH+rTAadnjV6Dk4fORtrSrfivV0/YHddtw8yNyGBa06Es9FboOGqmPEFb7/9tpi4WRdFMgBjUM6YC3y8HLZVm4EoHXD2AvG07ZMVwNhhUI0bbg80VemEoLDxO3WwAv/f3r0AR1mfexx/AhIgNLEICJRGqMqAiNxElNspYA7WAHPOqWJEFMHhotByq6MUEMcyUj1SDiogyngfnTpVzlhErJUOcjyAqJQaL3g5aImMEeINMCQRkjO/P77LviGQbLLv7rub72fmHUzcbJZNyD55bn8bNeTYx3/xlZtkcT+UlSlREHP5oDp/+spWX7nLc/XsLLtpyn/brNvLLTunma16aJgdaV3kxj7zR3e2/NFdrOSLUhs1+gX3m7B+I77xVz2tz8hyO2LHtguPzPuTqac1o6qp/dfNU+2886N2SZxWbhUdC62qHmegTJu22davL7Li4lK77LINlp3dzE2oLFiw3aZcrmMdsi0nJ9PmzrnABg9+3n3MsGE/sWnTesT8udxjbX7Iytv/EHhUHfta//xfcu3RZ/bYnDuWWdaPmtrKB4fZkR8X2a9vetUuH3X8+Rk9Jur5meF/fi774flRcKKm3bzx7e1IRu2bmY9mHnKBR3aJAo9jj2fQ0Fx78k977JbFy6xlq6Z2z4phVpZTZLfOfNXyftHZ/jW/i+3fV2pX//vxxzNpWk/rPqLcyqzIeuRV2Qtb9tnwMctdo2lWVjO74z8HuftI1T0dmZmZrs9w48aN7vXI+wVNb2t30cmWWlZfZOn9+/YGKk52m1gHJTKqYh2yxQn0FGoJ1fPPP+/KMDoXRpkMBR/6op9sM+nJeGu/FZlqjFeRrXcwWm3lHO/xvFvyiVuzvnXvO5Z/ztlWXpn4xURNMprab/rf7Zph40l/P41rqSP7b3/7W2j7IdKR9tRoUquuZ8WovOKarOdNtIwW9Tu0T6fM/ib3gsjbS/650/aU13+77jfHD7UOTmVTy/y8pzUpV8B/TFXTCqv4yduRzIonp6EZcv3K/tnx58fO2mnWomHbh7+NeogZZdm+wEMqs760CmVrErRu/Juox3NaebYv8JCKll/aoTbBPx7tBbmg82NuUKC2jIP3vT9yzURrltWwAyu/L62wl6fU7fOKxl2VfdCYuxpD9e9V5RH9QqtfZidMmOB637x9QeoLUUOoGkW98oomARW86L5k4sSJ7rVN96nyyt///neXCbnhhhvcz+O6ItMRB8poqDdDvwXq0jfGunXrXACiL7bWqnsBiMoxtQUg0Wu/1YnsBSD6RlA/iReAnGytt5vKaXe2u4oO7LP3vnzT3i3ZaxWViV2S1abFmYEEHHpOtXtDkTsBB0InhoAjFVS1OGjlHd7xBR5aFKaFYYkMPDxHmh90m0ejAw8tCtOG0kQEHqmwkbSgoMC9bmgZZnFxsftFQT2IXnOpSvrRr0MLFy50rxv6c+/eva7Er6lNZfU92sehMsz06dNdVl4tBtOmTXOfIxZkOgKmxWEaPVIAsmHDBldv01kwOhG3f//+MWVAvHNHFIBoj4i2win40DfSqc6DkYqj5bbrq532j33bbO+hTy0RzmvT1/7t3Alxuz99qyrY0FI3NY5qcgjh1ugyHZVNjh34VpbjDzhUUsk8XOOHhD3T4WlSlu3+bv6MR8kPgYclLNNxyoxHVokdOiO4x1OfTEfeQ/HJdLwyte6ZjjAj0xEwNY0q6tSlmpiiTfWAKOuhbx5Fk/rvSy65pNYaefS5IxppUuChAETjjKrjeQFI9Hkwnsymza1Xu4vdtb/0c/vH/m32TsmbVnakNCUmVxRwaH+KOqwVvBFwIIyalJ0eU8CRSipbHLSKDu9aZvH5xzMeh8+wjIpWVtX8+MRMYjMe6vE4PxJ4NDt8hjX9vpUdzUz840HdEHQkkPoxfvnLX7pLfRsaRVQAooBEHf8KQJQB0Wa42vZ36P8rwNCliQIFIEp5aaeCt6pdlyZiqgcg7bI6Wl7n/7BhuWPsw6/ftu1Fr1pxef2X35xMu5Yd4xZwPP744y6N98ILL7idKUAYVWZ9bd+3+9At1kqngMOjTaSRwMMyrKL9u0kJODzaROoFHjp1Vv8dxoCDesJxBB1Jor4NBRm61LehpVYqwaj5Ry+yo0ePdhkQne+iLMapRAcZ0Sevvv322y7gUH1OwUn1o9+1KTTn8Jl21le9bViPMfbP7z+wwv3b7dD3B0KzGEzPhWbDNS2hhWzaEguE2dHsfVaVUWlVmd+lVcBRPfCwqiZW2bJh46TxDDz0eI6cZNw2meI5MpsOCDpCQEGFDuPRpeUsOh1VJ+Cqe1ijtApA1Ig6YsSIWsdnvZNXdWmEV1M1CkC0iEwZES8AUeOrGoa0yl17GLQ9tYuda0N/+gv7v2/et537ttrub96v98m0p2U0sx83r/u+hJMFHHoetGxKAdnw4cMbdH9AoujclXSmwCNMFHiEFUFHAg98i/VoXRwrm+jFVcGHts/pt3sFCFrFrn0emo7RaK76Q+o6VaO9CkOHDrW+ffu6AEdjU9ptoR36+vqo7yR6zLVr6542ttsUm953kQ396eV2evPYT7pt0/JMa5LRsG8vLf3SXLlWcSsgAwCktiZhOVoXNZdNFCzce++9bm26JjY0RquxJQUL1157rT377LNutXptvPNgdBaMRp2UEVFDqpaRKQDR4T2ff/65m5DxZGf+2AZ3Gmk39l5gBd1vtO5n9HFBSSKaSNW7oRnwJ5980mV6ACAVJeOU2TALbGRWmQ1NGGhdsqjXQC+YOglUq1RRf3outZhFJQddyohoe6R6QPLz82ucXhF9qXWQnW6vpS9ehsM7D0aTMFp9qwPI1B+iUkz1fpLS7w9ZYckb9va+bfZl2ckDyJ/njrKBP8mr199PwZVW8uoY5quuuqpe94H0GZmNt4QsB4tBg0dmA1DTyGwy1TQymwz1GZkd9uBEO61lw773jxyusE3T0mNkNpBMh3e0ro7SrevRuqg7PZcKGjQ+qlLJ66+/7voytDRLGZArr7zSnnjiCddQ6sWU+lPLxT777DO3HyS6pKIdHzq3RFMhOr5YDae6nc7Y0NdRQYp3XHlWsx/ZxR2H2+Re82x8j19bz7YX2WlNmsVtckUbRhVwaOvd2LFj6/0cAQAaSSNpfY7WRf0oo6GDd3Rple0HH3zgsh9aZztz5kw37aEJmS1btrjeDvVI6MyXU431KnDRpbFeZUC00U73q6jdm5LRYrLc7LPdpfHb977cYf/Yt9W+KN1b7/KKgpxx48a5zXc6arm2s2sAIOySsZE0zJheSSN6kVZgoVMB58+f7yZTNP2hjIiCB2VHFDhoI6r6OWp7UVcDsE7Y1aVMh+5D10cffeQyJV4AoiCmX/vB7ir+rsgK979hpzf/4UjJOlIGTKWUpUuXuh3/yQw4dB6B9qcoQFZwpeyPzhbQIX4AEAumVxIQdNTnaF3El160zz33XDcNo6Dgtddec2UYnYqrnRfqt9EYri712tT2Iq/lZdXPg1EAosBG9+9tQ23f6qfWoUtuTI9VG1WvuOIKFxypeTTZGY5XX33VZsyY4Z4jbX5VADdy5Eh77733TpklwokiLWPlFaH5wXkgbNOVIezpOBCSHgrPwZA8nkMHK9yfnB4S0kZSnW6nVLnX/KjfmJXep5E0cXRKrRpFdeic6MutiRX9Jq9LwYgOA1ITqgIQjeXG8qKvF2UvAFFZTdkRLwBRNqS2+1JDrKZTNJEzZ86cpAccNdHfT38nBSMsJ4uNeoMUqALpRH1u3s/U2hpJhz4Qn0bS/7kpPRpJAws6ajtaF8mnL72CBe3DUB+IRmd79OgRCUA0XhtLEKA+HgUeuk+9UOusGC8A0T++6vdVWFjopm1uvvlmF4iGMeAQNeB27drVPV5OtY2NftlQkFuXALS2H+AKXvTDPtV/6AaB5ycxz49+ZuoQT2/tQG2fUz/3hsQp6HiNoKN2Gpe95557Ikfr3nfffS4DgvDRt4GmXbR4TAHIK6+84l5oFXwoCNF201hOxNWLjXcejAIQfawCEC0r074QvZAr4FAZQ2eqhDXg0N9DPTDKGCkrhOTwfoCnww/dIPD8hO/5IeioGUfb4wT6ltA397p161wA8vLLL7vfEvTiqwPpevXqFXMA4q1j133+4Q9/cGUZ3Z9Ge9UvElZaRa9TbRVw1JZORXB4UT01np/wBh2DV8Un6Pjf6ekRdAS6Bh2pydteqn0ZKr2oAfiOO+6wTz/91G2VVdCh5ko1gCqgqI0CFC0cU7ZEmRMFGZqy0Riv0pR1WemeDOo/0mZUHcZHwAGgIdMrDb3SBUEHaqV6/NVXX+3Gb1UqU8lMJRMFEOoBueWWW1wAoZ6OU1HQolKNdnFo6diePXvc4XbaDRK2TI8CDk36aFmZmmuRXApUdaRCmLNiycTzE97nhzXofpRXUG86Afevf/2rm4LRwXSaXNEiMpVgtNtC47oenWirsVPvJN1YyjOJNn36dHv66addf0v0bg6lSrW3AwDqWl4ZuDI+5ZWtM9KjvELQgbjQ7g6VIXQAnUoyKtFoFFaZDTWkqn9Dh9etWbPG7XAJs5M1tT766KNucRkA1DXouCROQce2NAk6wvvrZgK3T2oJlLdhUy+SWvmN2OhgOGUxFFTotFodR69UppZ9aUW7Ao9UCDhEcXhNFwEHgFhRXvFr9EGHt31y27ZtrlSgo91VBtBpq6gflVVGjBhhDzzwgCuraFRae1tSIeAAAASH8ko1bJ8EAMSrvDJgRXzKK9t/lR7lFQ58q0ZfVNESKwAAGoJTZv0afXklmnZOzJ492wYPHsy6ayAkVq5caV26dHHTUdpovH379mQ/pFCgHy02d911l2sS1894JA9BRxT1drzzzjuuCRJA8qkXaO7cuW7Hwo4dO6x3796uYVnbbRs7+tHqTosMdQ6YFhsmGsvB/Ag6fsD2SSB8li1bZlOmTLFJkya5RXSrV692y+QeeeQRa+xeeuklN1F1/vnnu2Dssccecwv3tHgPx+mU7fHjx7vpudatWyf88zO94tfogw62TwLh3f2iF9C8vLzI+7RUTm9v3bo1qY8tjOhHq5myQaNGjfJ9HyF5Gn0jqb4hve2Tqo1qzbewfRJIrpKSErdav3379r736+1du3Yl7XGFEf1oNVOpXGU5lVeSKY0SFQ3W6IMO7ZKQYcOG+d7P9kkAqdaPptOQcUxRUZHNmjXL9buoCTlZmF7xa/RBB2tKgHBq27atWyinU46j6e0OHTok7XGFtR9t8+bN9KNFUWlODcf9+vWLvE+ZMz1PK1assPLy8oQsLIxHI2iVpY9G39MBILyr9S+88ELbuHGjr4ygtwcOHGiNHf1op3bppZdaYWGh7dy5M3L179/fNZXqv9mQnByNPtMBILw0Lnv99de7F4sBAwbY8uXL3UioplkaO/rRTk3PSfX+llatWlmbNm0S2vdCecWPTAeA0CooKLClS5faokWLrE+fPu43VI2KVm8ubaz9aJpYUT9ax44dI5d2myA8krWnY2WMS/UU0Hfr1s0FrLm5uTZnzhwrKyvz3UZnaV177bUucNPtdJjnm2++GdPjItMBINRUQtAFP/rRYrdp0yZrTEv1Vq9e7QIOBRRaqqeNtdpeW50yZvPmzXP7bwYNGmQffvihG6TQBlftypGvv/7aTUcNHz7cNmzYYO3atbOPPvoo5t0nZDpSHKt9ASC8krEcbFmMS/W2bNniAoprrrnGZUe02XbcuHG+7Mjdd9/tMiCa7FSpUz1Eut0555wT02Mj6EhhyVztGwacyQGgMZVXDhw44Ls0gROPpXrKbuhjvJ+hu3fvthdffNHy8/Mjt/nzn//seqvGjh3rsiV9+/Z1W15jRdCRopK92jfZOJMDQGOTm5vrGoW9S4f+xbJUz2s2rk4Zjt/97nc2ZMgQa9asmcteqFdo/vz5kdsoEFEfUdeuXe0vf/mL3XTTTTZz5kx7/PHHY/o7EHSkqMa+2pczOQA0tvJKUVGRax72rt/+9rdx63VZsmSJrVq1yv0St3btWlu/fr0tXrzYN66unSe6nbIcU6dOdT+D9bM3FjSSpqCwrPZNFi99GP0PjjM5AIRRPJeD5eTkuCveS/Vuu+02u+6662zy5MnubU2laDRdgcWCBQvcz1dNRukXvGjnnXeePffcczH9Xch0pOhq36eeeiqpq32TqT7pQwBoDDLrsVSvtLTUBRbRvOVp3pSUGk01/RJNUy6dO3eO6fGR6UgxYVntCwAI53KwubUs1ZswYYJ16tQp0hMyZswYV7JW2URN+R9//LHLfuj93uuJ9nao4VTllauuuso1nT700EPuigVBR4qu9o2mb6Tu3bvbrbfe2igCDs7kAJAqknH2SkFBge3fv98t1VP2V4v1opfq7dmzx5fZWLhwoVu9oD+1AEw7OBRw3HnnnZHbXHTRRW7lvsraajrVyKyCGQ00xCKjig0zKU9dxvqm0jdAY6FoXBH8/fffH0kfnnXWWW6JlJbcAEAyaaRVEybdl060pi0zG3RfRw9X2K6bH3PNo7X1dIQdmQ6kJM7kAIDUQ9CRBhrLat9Y0ocAEAYcbe9H0IGUxZkcAMKOU2b9GJkFAAAJQaYDAICAkOnwI+gAACAg9HT4UV4BAAAJQaYDAICAkOnwI+gAACAg9HT4UV4BAAAJQaYDAIAApVGiosEIOgAACLKno6HlFUsfBB0AAASERlI/ejoAAEBCkOkAACAgTK/4EXQAABAQyit+lFcAAEBCkOkAACAglFf8CDoAAAgI5RU/yisAACAhyHQAABAQyit+BB0AAASE8oof5RUAAJAQZDoAAAgI5RU/gg4AAAJCecWPoAMAgICQ6fCjpwMAACQEmQ4AAAJCecWPoAMAgIBQXvGjvAIAABKCTAcAAAGhvOJH0AEAQEAor/hRXgEAIM2sXLnSunTpYi1atLCLL77Ytm/ffsrbL1++3Lp162YtW7a03NxcmzNnjpWVldV427vuussyMjJs9uzZMT8ugg4AAAIurzT0isUzzzxjc+fOtdtvv9127NhhvXv3tssuu8z27dtX4+2ffvppmzdvnrv9+++/bw8//LC7j/nz559w2zfeeMMefPBB69Wrl9UHQQcAAAGXVxp6yYEDB3xXeXm51WTZsmU2ZcoUmzRpkvXo0cNWr15tWVlZ9sgjj9R4+y1bttjgwYPtmmuucdmRkSNH2rhx407Ijhw6dMjGjx9va9assdatW1t9EHQAAJACcnNz7fTTT49cv//970+4TUVFhb311luWl5cXeV+TJk3c21u3bq3xfgcNGuQ+xgsydu/ebS+++KLl5+f7bjdjxgwbNWqU775jRSMpAAABilcfaFFRkeXk5ETebt68+Qm3KSkpsaNHj1r79u1979fbu3btqvF+leHQxw0ZMsSqqqrsyJEjduONN/rKK3/84x9dqUbllYYg0wEAQAqUV3JycnxXTUFHfWzatMmWLFliq1atcoHF2rVrbf369bZ48eJIsDNr1ix76qmnXGNqQ5DpAAAgxFmOqhhu27ZtW2vatKl98cUXvvfr7Q4dOtT4Mbfddptdd911NnnyZPf2BRdcYN99951NnTrVFixY4EovakLt169f5GOUTdm8ebOtWLHC9Zboc9YFmQ4AANJEZmamXXjhhbZx48bI+yorK93bAwcOrPFjSktLXd9HNC+IULnl0ksvtcLCQtu5c2fk6t+/v2sq1X/XNeAQMh0AAATElUYSvBxs7ty5dv3117vAYMCAAW4HhzIXmmaRCRMmWKdOnSKNqGPGjHETL3379nU7PT7++GOX/dD7FVBkZ2dbz549fZ+jVatW1qZNmxPeXxuCDgAA0qS8IgUFBbZ//35btGiRFRcXW58+feyll16KNJfu2bPHl9lYuHChW/alP/fu3Wvt2rVzAcedd95p8ZZRpdwJAACIG+3R0Fhr9u0TLaNFZoPuq6qswg7e8Zh9++23vumVVESmAwCANCqvhBlBBwAAaVReCTOmVwAAQEKQ6QAAICCUV/wIOgAACAjlFT/KKwAAICHIdAAAEBDKK34EHQAABITyih9BBwAAASHT4UdPBwAASAgyHQAABITyih9BBwAAAaG84kd5BQAAJASZDgAAAkJ5xY+gAwCAgFBe8aO8AgAAEoJMBwAAAaG84kfQAQBAQCiv+FFeAQAACUGmAwCAoJRXNLw8Ul5h6SKjqiqdEjcAACRfWVmZ/exnP7Pi4uK43F+HDh3sk08+sRYtWlgqI+gAACCgwKOiIj5ZiszMzJQPOISgAwAAJASNpAAAICEIOgAAQEIQdAAAgIQg6AAAAAlB0AEAABKCoAMAACQEQQcAALBE+H9sU7zcgvnWNwAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 640x480 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 55%|█████▌    | 550/1000 [00:00<00:00, 674.56it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "➡️➡️➡️⬇️⬇️\n",
      "⬆️⏫️⏩️➡️⬇️\n",
      "⬆️⬅️⏬➡️⬇️\n",
      "⬆️⏩️✅⏪⬇️\n",
      "⬆️⏩️⬆️⬅️⬅️\n"
     ]
    },
    {
     "data": {
      "image/png": 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6RrpXJBLJYckxxxzjITjIsGHDhLtly5YtXh1Do9Hg3//+N0aNGiWsJGzIFWjMZrPo5lxYWIioqCjk5OTgtttuE8+785///Ed0dB40aJDYj2NiF2p3KIw2b96MJUuWtLuL6DoidLnw8fLly4WQSktLQ2JiIn73u9/BYrGgrq4Ol156KZKSksTGMXTuF/qvf/1LnNeUlBQYDAbROfu9997r0Y305ptvCjdVdHS02Hfp0qU4VC0d/d0OFaSlQyKRSNrgJFpRUSGEh7dQeFx00UX485//LCbs0047rc/XVFVVeXVsh8OBuXPniuP+9re/xciRI7Fx40Y89thjIvbkww8/bN+XAoPj5v5arRaffPIJfv/734tjXHvttWKfxx9/HNdff72IK7nrrrvEc4MHD/Z4T/4+PT0d999/v3AzvfDCC0J8/PDDDyLu5a9//Ss+++wz/POf/xQuKAoRhSeeeEK8/69+9SshVN555x3hvvr000+7nBcKn/nz5wuBQ5FEa9HJJ5+MlStXdnFtDWRkyqwnUnRIJBJJG1x579u3Dw888IBPr1MmyV27dvW5L+NBaEXwBrp/Fi1aJCbo6dOne7zf1VdfLYQALQuE+9C6oEBLAifxRx99tF10nHXWWbj77rtFTEdnV5ECRQhFBa0RFC2MXaHAoMVDsZxQANFq8sorr3iIDgqhzmNgjAzH0Fl0bNq0CatXrxYWDnLhhRcKq8c999wjYmUkhyZSdEgkEgmArVu3isl56tSpuOyyy3x6rZKR0tjY2Oe+dCXQCtEdJ554osfj//3vf8K6MWLECA/rCN0o5LvvvmsXHe6TPd08VqsVM2fOxJdffikeMybFG/7v//5PCA6FKVOm4McffxTPu1t3jjzySKxZs8bjte5jqK2thd1ux7HHHou33367y/vwPCuCg9CKcuaZZ4pzw9fxPQ4JAuEeceKQQYoOiURy2MPMFa7EOTEzBsHXCc9kMomfcXFxfe7LY8+ePdur4+7YsUPEl/RkGTl48GD7v5mJw9gPCoTm5maP/XwRHZz83VFex1iSzs9TWLhDN8pDDz2EdevWecScuIsY9/iZzgwfPlyMvbKyUrh4DgWke8UTGUgqkUgOazghn3LKKSJQ8osvvkBmZqbPx6CrgDDYM5AwHoPZNKwF0t1G94fi1jnhhBOENYSujIULF4rf33TTTe3H8ZaeBFd3z7sHki5btkzEc9CSw/gMumg4hosvvrhLwKkk+Dz99NPCBcbPg9Yqxsr0BK1idCkOHTpU7D9+/HjxXegMXY90yymBwrw26SLzBWnpkEgkhy2tra0444wzRCwCYyeY8eErdAUw9sJoNHrEXQQCTgLr168XgqI7a4ECXRK0LHz88ccelgq6XzrT23H6w/vvvy8mLLpzGBjqnlXTkxWnM/wceB69jXkZCITD0jF//nyREv7cc88JwcEA4jlz5mDbtm0iu6kzjPNhiviLL74oXHn8DM8++2wRMzRx4kSxD61a06ZNw3HHHYfPP/9cfEb8DJnJ5AvS0iGRSA5LKBZYl4PuCMZOMMbAn2Mw+4IuEP5kpdJAwqJjXF1yMuhMS0uLCEp1t0K4WxRoweluwmf1VVp1Ag3HQEHDc6Kwe/dujwwbd3je165d2/64rKwMH330EU466aRDJ54jTCmzjz76KK666ipcccUVQkhTfFDMMfC3O15//XXceeedOPXUU1FQUIBrrrlG/PuRRx5p34c1aOhi4zU1efJk5Ofni8+KwtgXpKVDIpEcltxyyy3CMkBLR01NTZdiYJ2zOziJK/sw7kCpSErXBjMvHnzwwYCPkWXW3333XZGpQqsFV5qc1Bn0yue5ImVAJ2/+rDnCv4VZJowxoVDhqra8vNzjmAzeZBYKYy/oDuI+SmBqf2BMDCc7ZszQpcJ4E5r4+R4bNmzosj8zcLj6dk+ZJUzVlXRPQ0ODx2OeN3erEmGqMgN877jjjvbnWLqfcUQUet1BKxmtVO7QfcJUbQV+V/h5MQWamVJZWVnCvUdx4wtSdEgkksMSBjsqronuskk6i469e/cKEaBkq2RkZAjrCCfwzlkngYKTBS0FrMvx3//+FwsWLBArVq5G//CHP4jAS8JUUwbA0kx+6623iiBMrlZpAv/Nb37jcUympJaWluIf//iHyLZhhksgRAeP8fLLL4sqrTfeeKNYCXN1TGtHd6KD78vzR5GxZ88esSJngTKWpD+UCKR7JadTMC8Dh++77z6P5xjXQ2Hauf4KH1OsdgfFBAXjjBkzhOXim2++EYLa3WpVXFwsrnW6bWgVYe8iCkaKXV+yvVROGeEjkUgkkhBCNwzTk1nF9VC2SjDD54tNlyMmzrPyra80NVpw8phXhQvK3YXXnaVj//79wgrBeAx3lyEryNJCsWLFii7HZ7YQLRYU3/xsKDxoGaE7hm48QnFBqxqPq0DRQfHRkwWlO2RMh0QikUgkA6DLbHx8vMfWWXAQFn5jTAwr67rDxz2lIdMiRosaY4RoBaNFhNY8WtQUaNnrHGjNGjK0UvmCFB0RBNPaqCoZUW+z2WSamUQikUh8ghYJxu3QReI+t/BxX8HSjOuglYTzD7ORWKxNgfFEzH7pnG2Um5vr0/hkTEcEQHFB3xk/aAoOPqaJi/5c9lDgRuWqRIdLJBKJZGAQjtb2N998s4izoDuEmSZMmaUVg9kshKXrKS4efvhh8ZguF2ZJTZgwQfxknAiFCl0yCqz5wuq37L3DrCrW/WBfHm6+IEVHmKHAYGEWig5GxzNYh4FibLBE8xmfZzQyoSih8GDKmxQhEolkoHI4WXHDUadj3rx5Ik6DQcOstksxwWJfSnApXSJc1CpwscsgZM4/dKswXZZptJyHFI466igRyMysGBYSY6AwxQyb+/mCDCQNIxQUiuDgRcAUPKpPigwWYqHIoPDgB8+NFxHVJ1PQFEuITqcT4oPWED6WIkQikUgiJ5B04cbABJKeNvZVsTANdC2YUCMtHWGAOo+Cghvzo1lCmXn/VJK0cigwvoPigxtNXtyf/jr+mxczFamS0uQuQhR3jBQhEolEcvi5VyIZKTpCDC0VtG7wZ3V1NTZu3Ijk5GThK6NYUFwpFAsUINxo/aBQYUQxxQlz62kZ4XOKFUQRITSTKa9XLCBShEjCBa9zpvCxEZq89g4PVBYrdLUd3XatyfFw6rSHxHh4z+X9l/153N0Tvb5GNnzzQIqOEMGLVREctE6wiiGFA1OOKCp4Q+7N08Xf08rBn6yNz31ZdZDljGkJYZoTcRchjP2gdUR5vRQhklBDwdG5oJHk0GZY9hDcckGHn/+vb/4HeyoOHFLjYb2M7OzsAIzu8EOKjhAHi9Jlwup8/DfTl2idcKc38eH+O/6bq0duvKkrClwRISUlJWIfNuNRhAjL2vJ9aQ2h4OicHSNFiCTQKK3eL/nPxdAb++fXDhTxXUsbhJUEz+rTEUFCP85RIhJwBIraH//5jPPRiMawnaN4RwLG2DvGk3je+WhS+TeeliYLrpv9Vvt17Q3SveKJFB1Bxt26wV4EmzdvFkVWaK0IZFMjigWlYAy7TPJ9KUIoQFgWl5YVvp+7CGFhGY6LcSXdpehKESLpL8r1Q8ERKaIjKsIm+U4tLyICQz/GFO3QQ2vtcD1E63Swqfv32Rv7MR6DXQ9tS8d4DAYdnJr+jceX+6J0r3giRUcIam9QdLCIClOX2OSop6pwfdGXC8YdCga6WLjl5eUJEcJoaooQih9mylBcuIsQum84Xr5Pd+4Y5XmJRCKRSPxBio4gu1NobWCwKCduVnSjiyMcUIQo4oL51RybIkIohiiKKDo6ixD+HVKESCQSiX9I94onUnQEsfYGg+hYNpZlYllbw9to50BYOvpCcbVwU8bNHHCKEGXcdL+4ixCm43YWIUqdEMUdI5FIJJIOpHvFEyk6glB7g2mvW7ZsEUGdkyZNQkpKCiIdigam7nIj/DsUEcKW3vx7lEqpyqZYdEh3JdulCJFIJIc70tLhiRQdAYDxEjU1NSIzhZMus1MY3Ux3Cl0UgSKQlo6+4N9BsaQIJooLRYQw1feXX34RKbmdRQgFFwULa5Awq0aKEIlEIpEoSNERoNobDM4sLy8XwmPYsGHCpRLoeIdwxk/QjcKWydwI/2YKEFpzdu/eLZoJMf2X7hjGrezYsUMEzFKEKO4YaQmRBAstNLDBVZ03Eoi08WicGtg5HhmCFXKke8UTKToCVMqcpcn5kx39mDESzPeNBChCBg0aJDai9IuhCFGqpf7888/tMSG0/CiWkO5ECH/KoFSJP+ihxQn6sahyNGCVbVe4hwMdtDhWPRY1zgasc0bAeJxaHOUcizo04BfsksIjxEj3iidSdPSz9gbdCOydwtU9t0AIDqW1fWcieVKmG4kdDLmxUurq1auFe4VChJkxFGQUHj2JEFo9OgemRvLfK4kMdNDgeP0YJKlikKSJESvC1WEUHhzPdPUYJCAGCSrXeNaHUXhonRoc6RyDOMSIjZPXFlX4hZDk8EWKDj9rb3BjwS2Wwx01apR4vqKiIiRjiHQ4RooIuleUmiSsgqo0r2MPGYoNFjJzFyEUc+4ipLM7RooQSWdS1HFCcCgM12QIY/RqW3FYxpOIOCE4FApUGXDCiQ3O8IwnAXFCbCgMQQbgcGKLOjzjOVyJ/Lt26JCiw4/aG2y6xmBRPqeUMmeGR7AFwUCadDuPNTo6WlRi5cbz5C5CmKJLEUcRQgFCIcJzShHSU7VUKUIk5ICjDsutWzFdNwKqNr/BcE2muMmvCYPwqEQdVjq2YrK6YzxDVZniZziER7WqDuuxFeOdHeMZgkw4HcBWKTxCF9PRX/cKDh2k6PACZQXOn7RmMHODTdqKioragyH5MxRWiIFi6ehNEPB3ijuK3Rq5PwNwFRHC+BiKO7qqFBHCTBkpQg5t6vbX47vHFqO1oVWUTD/uxplIznWlcCs4HU789J8V2LO2DE67A+mj0nHsNdPFhDpNV9Q+sRa1CY+1PgqPmr31WPjPxWipb0VUjB6n/nEm0vK6juG7F1egZHUZHHYHskanY84N06HRaWBpseKx+19HljMZl55wOsafPKJdeHA8G30UHlVl9fjfXxejqa4V0bF6nH/nTAzO9xyPw+HEF8+uwPYVrvHkjk3HmbdMh1anwYFdNXj+sY9RmJiDS2aegrhkI3LHpSNXkwn4ITwO7qnHa/cthqm+FYYYPS69dyYyh3YdT/HGCtRWNInv9oc7f8Lx144U46na14AXbl8Ep51WYwcy8hNx8Z0zEONnQ5zy0no8e9diNNa1whirx9UPzUROYdfx7NhQgeoDTcLK82nJTzj9Rtd43OFxln68HS99f5nf45H0jUwf8CJYlBMdrRwUG6xXMW7cONEd1j37ghMeJ8VgMlAmVV+FEf8u1gChkGOZ+OnTp+PII49EWlqaiA+hVemHH34QfWtoFWGmjCJAaHVi1VdWV+XzfI6f2UAQZwOFp59+WpTSp7VqypQpWLlyZVDeZ+nTyzByzghc9Pw8TDhvPL57fEmXfbZ8vRWVxVU47/FzMO/ZC3jxYOMnm7DHUYUfrNuEK0NhhCYTE7X5Po3hyyeWYcKpI/DbV+dhyrzx+OyfXcew/outqNhZhcufOQdXvnyBuH5XL9gkfqfWqHH0vPEYdlUhXvv6U4/xFKoyMUbl23gW/GsZJp8xAre+PQ8zLx6P//2163hWf7oV+7ZX4bqXz8FNb7jG88P/XOPR6jWYe+M0nPDQRDiOt8Jms6N8R7X4XS4yUeT0bTxvPrwM088egfvfn4eTLhuP/97fdTw/f1MMU10rJh6fjyNOHCrG8+07rvEkpMXg1hfn4q63zsU9889HQmoMFr6wBv7y0gPLcMJ5I/DYp/Mw9zfj8dzdXcez4qtiNNa2YsrsfBx98lCo1Cp8/oZrPAorF5VAo1MHNXulv9uhghQdfbhTuHFCW7FihZjgWHtDydhwR1o6vLd09AVfS/cKW0ePHTsWxx57rCiyxsJlrBWyfv16IUIoAHsTIfw3n6PVZCCct0hk/vz5uPnmm3Hvvfdi7dq1GD9+PObMmSNSxANJS10LKndUYvhxw8TjgmPyYaoyoX5/vcd+1SXVyB6fJawKvE6GHJGD7d/tEL8rFcJju8dEP1KThYnaPK/G0FTbggPbKzF6tmsMRcfmo7HShNp9nmOo3FWNvIkdYyg4KgebF+1on+RzJ2YhOjYKa3ZsxWqn53iGqbIwRuXdeEy1Ldi3tRITTnKNZ8ysfNQfNKFqr+d4yndVo/CILLFy53iGH52Dn790jSc1JwEZha5aOxWaavxQtx6tTZb21+Y5s1Dk9G48DTUt2LOlEpNPcY2HoqK2woSDZZ7jObC7FomDYqBWu+xOw4/IxMrPXOPR6TXQR7sM7LTKmFutfmfT1Fe3oGRzJaaf7hrP5BPzUX3AhAN7PMezv6QWyYNjhNggo47MxLJPXOMhdVXN+PDFn/HrPx6NYGav9Hc7VJDulT5KmTNWgzUn2K9k6FCXag9X4a5QFgcLp+joDI/FQFNuzIjh8SksmJ5Ld0xJSYnYRwlKpVuGlhPGjSivpyhkZozsoOsbjz76KK666ipcccUV4vFzzz2HhQsX4pVXXsHtt9/u8/GO1g5DgWZwl+dbDK2YeWsBCo1D25875qZsDIofhJiojkDIU88bg9qyOgzRDIFao8K+5Hycd8FkjIjqaF3emZGabNgZzGkr7fK7I1TDMETlGk+zthVH3FqAkbqOMYy5KRsZxkGIU3eMYca5Y1BdWoehDtcYSuPzcdr5kzFW3TEGS5IVR1xXgLGqruMapsqGA0784uw6nrGOYciEazxNzlYMu7UA49RDhSuE5NyUjRzdIMQ7OsYz6ewxqNxdhyKzazyFhnzMOm8yjnB4vrfD5sBmdQmSM+M9ns9zusazQ9V1PO5QYMSnGKHRutaq4juXHouaAyYMyunI2sssSEZNuUn81GhU2Li8FNXlHa3kbVY7/n7Zh6g+0IjswhRc8+gc+AMFRmKa53hSM2JRVW5C+pCO8WQXJqNqvwnZQ13j+XlpKar2d4znxfuX4uKbpwh3kST4SNHRQ+0Nig6a87liPuKII9rLg/dEKNwrA4lgTug8NoNOuQ0ZMkScd4oQCpCqqiqRVaT0llGqpdI1IEWIbzCOac2aNbjjjjvan+N5mj17Nn788cduX0PLEjcFfn8CSUJWIqwtVpSuLBUr19iUGDR58bkNUadiA3qfVL0lJds1hp0/lopJPjY1Bo1tq2hvyVKldis6/CEtJxGWZiu2fO8aD10YqkpVlziUnav3IX5QDJIy4rocI92Z2qfo8JYJx+cjaWMMNiwrhUatQmpWvHA7KdAiQ/cKxcf8f36PZR/8gpMunYBgMXl2PvRrY7B2sev8DHIbz7fvb0VqeizGTMkK2vvL4mCeSNHRqfYGf3LyYmdYTmrHHHOMV6XMA+Fe6atr60CydIQSnntaN7gx9oCfodJBl26AnTt3CnHhLkLYzE4RIRSZ/DerrUoR0gEFHK19rL3iDh8z7bk7Hn74Ydx///0+v5cuWgub2RWLI65zVr1ttUFn0Hnsx08krTBNbKS+vAFRsX0H/Vlh63sMBi1srR1jEK9rsUHfaQwkfVia2Ejt/gbhTvEFb8YTZdCKc0DBIFwDTsDS3XhUQNaINLGR6r0NMMRFdREcPMe5Y9L9Hk/S4Fg0VDfDbnMI6wLPU+0BE5LTYz2Ho1Ihd2Sa2MjPP61DRoGrsaQ7FB9TzyjCm39Z6pfoSEmPRV2l53ho5aC1o/N4CkaliY1sWbEO2YWu8fyycj+2rCnH2qV72vf/07nv4ZZ/z0H+SFf15f4ii4N5ctiLDvdS5rzB0lTPst7Dhw8Xq2hvJx5p6Qiee8VXKBgUcUG3GD9XRYQcOHBAFCujkFRECPcvLi7GUUcd1f76ztkxUoR4B60ijAFR4HmnS0yhzFGNRqdL7HmgBn7avR671lQhe0I2yn85gOKtxZh2rB7u86HdZhduAl20DpZmC1Z+sErEgdS37aNXaUUAqZLFQpqdZpFW2x37nNUwoW08OmDZnvUoW1uFvEnZ2LvpALZuLYbqBL3HUpNjsFsdYvI3N1mw9L1VIg7E6rZPU0sLvv7pe0SfGCsCSN3H0wKzSKvtjgOqajQp44kGfihbj4Nrq1B4VDZ2bziATduKEXuy5yLIbm0bj1GHVpMFX723ChPnDINW5YqbWPLmOuijdZh2/hjsVu1DrtNzPK0wY72q+/G4E59sQE5RKlZ+vkOIhZ+/LUFhYRaGZA9GqzJmingLLcV2Eb9hNdux9H9bcNKvx4vf0c2SkZgKRDvR6jRj7aJiZLXFnPhKQooBeSNTsfzTHZh5VhFWfl2C4YVZyM0eDLPbeCwcj6VjPIvmb8EZV7jGc93fj4fBHgObygqr2oKLxr6Av79/XkCzV6Slw5PDWnS4197gSpfWDZqUGaFPK4cvhCKQdKBYOkgkTdCKq4Ub4eetNK9jIConRo6XFhFFrND1wv16StE9HEQILT/8WzsXveNjpehbZ2hB4tYT+xw12Ieabn9nP86IVx9fgNanzGICnfWHWdhsL8Pify9B3pRc5E3JQ3NdMz6+89P278LYuWOQNNSMSntZe3XSzoJjkXUjmpwdLh93DqAGB5wd49GfZMRL/1yAlifMiDLqcOofZ2GbswyfP7IEhVNzMeyYPDQ1NOOtWz4V1gdaEY48ewwaR5jFfuSV376H5voW2JscmDh/OPQjgNwJWe2CY5ljI5rR/XgqVTWodDs/Sacb8dxfF6D5MTOiY3Q4745ZKFaV4f2/LcHI6bkYNT0PjaZmvHhDxzmZdt4YWEebUYwy/PztDrz70ndIH5qMT75Zhitnnw3VcI1Im1UEx0rVRrSouh9PZy6+41j894HF+OLVdchKT8UT99yIWKsBdz/5PIYcmYTxM/PQ2mzFhh92i8wiLtEnn1KIUTNYtA1o2m2D7UAMms2tePaLBUjKNeKCW4+Bv1x5z7F47u7F+PCldcgenIqn7r8R8S0G3PXk8yiYkoQjj8tDa5MVa5bsbrOTOTHt9EJMmuUaDwVHUetYITq2RW/wexwS71E5B8osFmDcrRs0I7OUObNSmArLicVXOInR/3388cf3a1xKPZDumqFxlc4aFowxiWR4Pmk5YB+agQDPKy1cTNGlEGF8CANR3Tvoul8TvLkr/WLc+8YciiKEApyf45NPPike89qkBfC6667zKpCUgo5ur9/Mv1zU3ghmgzUKjlRVR7xCs9OCb6wbulhWEqKDNgyP8UxTj0EyOsbTAguWOTZ0WDLaSIwOTcO3o5wsz94xHjMsWKnagGZVV8tTX2OKckZhgnWc+CmOpTJjvW4DWlVmJDgSMN46tn3ftbp1MKlNMDqM4nkdTUr8fFQt4jVWlbXP8fc1Hr0jCiNaxkHfNh6Lyoythg2wqM2IsyegqKVjPL8Y1qFZY0K0w4gRLWOhdbrG06puEa+hAOmJZpMF/zf1VXG/72thqlz7b666XNQQ6Q/NJgt+dZR37xvpaA/3UubMTOFEPnr0aFGoyl8oEvrrXmEfF9akUDIxGLzKn0pMyUCxdAyEMbrD88pzXFhYKB5TjCqWEDavY30WFidzFyGKlUwRG4r4UITIoSJC6Cq57LLLRN0Uio/HH39cpCgr2SyRgC+CI1Tj8VZwhAJNW/8VbwWHN9hhgxVWRME1yVN8jLeOEyKiO4wOA8a5CQ5iUVlcnW8DgF1lE2JBER38SRFCEdEd0Q6Dh+AgVpUFjiB0BpbulcNYdLi7U3jjVCZ41t7gyrY/9EcQ8HW0DHDjxMcJkOmgpaWlIoNGaRkfqlogAz2mw1c6W5boWqFrgRvhNaN00GW8D68dfiZKtVSuPLoTIe7N67qzXA0E5s2bh8rKStxzzz3CIjRhwgR88cUXXYJLw4UWahynH+0hODjBf2PdGBbBoYEax6hHewiOVliw3LExTIJDjSOdo0VPGE/BsdFvwUFsKjs26DZinHUcYp0x7cKDwqJU0xGUSYxOAwrs+dC7CY56dT02aTfDoQpMHJxdZcc2w0YUtYyDsS2dWAiP1rHYp9vTRXDkWPI9BEejph47ogM3HknPaA+32hucYMrLy0VhKQa4MWA0EBOCv4GkdKcwloSVN7mSpPjhWGnqV37PCa+mpka4Lfg3sEiTYglh7YpInNAGsujoDMUDXW9KUTjlM6EIYXoui5C5d9DtToR0LtkeiZ9ZT9CVwi0SGaROQKoq3mOCX2Sh4GgJy3hSkYBkeI6HMRwmhGc8SUhAott4LO2Co//j6RAeY9uFR7QzGsNsLouhwnDbMKjd6lA2qBqwMYCCo7PwoAXDoAgPRzTyzJ7jyTcPg8ptPCZNQ1AFh8xeOcxEh3vtDW4UG3RjcMWmTOyBwB8rBE34P//8c3tqLic3TlQ9tYxn+idjD/hvTnrscMv3VIIkKUIoWsI94Q90S0dfuH8mhMGmSt8YZsbwcWcRws+VYoW4B6UqgoRCROI7+x21+Mm6HUfrhosVfDgFB6lALdY4t+MIlWs8y8MoOEiVqhYbsR1jncMDKjgUbCpbF+HhLjA6P25QNWKjLngTPN0sWzsJD3eB0fmxSdOI7UG2cEj3iicDZ7nlB0qjNooNBvX89NNP4jEn+EAKDqJMst4ID+5D1wl7WOTm5mLixIlCcHjzHtyUHiVKeXAGK1FIrVq1Ct9//72IQaA1x71IUygZCC6g/oiOzjBbg9kcDELmtcXOw/yMeP5Zz2L58uWidDtFIoNUlSBmWkhef/118Tn6ytKlS3HGGWeIOCReEx9++GGfr1m8eLG4XjheuvFeffXVsPVZCSQljoP4wbpVCI6GMAoOhTLnQax2bhWCozGMgkNhv+qgSIml4GgKoODoLDyaVM297tcoBMcmYZEIJhQetHi0qHsfT5MQHJvgCPJ4JIeBpUOpvcGJmFkpvDEzYJRlzAsKCoKyClcmLb5vb6tWCiCOiatibyqdutN53O7lwSlelHoUdMUwOJZWHVo+lIBUbv5k5vjKoW7p6AtO2BkZGWLjuWA6tmIJYYourwFaP/iYkzr39xXGlbAPym9+8xucc845fe5PC9lpp52Gq6++Gm+++Sa++eYbXHnllWKM7KXi3meFpc4pOBg0yt9t27at235DkQT7rkQSe52RNZ4DquCOx93iEePsGh/XqDJhQwgEh/t4XDEetHh0HU+z2hQywSHdK4e46HAPFqVVg7EStCqw8JNSpyEYeGPp4Cp33bp1YqXJFXFv9Qx6orfjd65HwfPAuAOKEMYesH08BYoiQmghCVZsweEsOjqfB4PBIDaKX35+/BwoOL766iu88cYbwiJy4okn4qyzzsK1117r1XFPOeUUsXkLhQQLpT3yyCPiMa0ytMA89thj7aIj0H1WJIcXTH2l8GBarNFNeJhUJmzUbQyZ4FAQtTfaXC1Mj3UXHHw+VOORouMQdq+4u1M40TJAUxTLmTYtqILDfZLtKZiUlge6d2iGpwDyR3D4OpHTZUM3UlFREY4++uh2sz8nPWbF0ERPEcS0UAqiQLlFDjf3iq+fIa1P/Bw4kf/hD38Q4oGCQynLHgzYK4U9U9yh2FB6qCh9Vtz36avPikTSnfBYr2PciMu1YVI1CQsHg07DAYXH1uiNaG1ztTSrm7DNEDqLSzh52gdXKReoDzzwgPAGcH9aUZml1hN/+9vfxL3sxhtvPDwtHZ1rb9CUTOsGV3asMulNvER/USatzhMux0U3B6s4ehO82pew6M+E3tnsTxO9YvbnOePf4B6UytX54eBe4WcUimukOxjXQQHirYXDX5ju2l0PFbrjFMuLr31WJJKehMdq/VpECja1FZuM4RtPOAJJ5/voKr377ruF1fXFF1/EiBEj8OWXX+Lss8/GDz/8IGIO3WHs4PPPP49x48YdnpYOxZ2iBOZxtcYsD67ss7OzxT6h6InSnXuFkzqtG7QiBCJ4NdDt4llrgmnDvHgYzMifLILFCYrj5gXHCYeCScm8OBRFRygtHZ3hNcvPQSKRHJoo7pX+br7g7iodNWqUEB+0sNJV2h0MaL/zzjtx6qmnirjHa665RvxbcccqMFzhV7/6lRAn/noPtIdK7Q0WMGKAppJFwPgGJf00FJOKklmiCBxO3BwPV7F0bwTq/YPlunDv1EoLES1GTOmlm8q9SJkSD8JU0N4CZqXo8A4KU1qegg2/F931UGFAKy1aSv0QX/qsSCSSyLN0WNpcpWy+6K2rlHFlnQPaeV9g3Jc7tMgyIJ3Heuihh3DYiI7OtTeYmcIUUaaRut8g3TNKQgEnWsWdwhiOzuPx9hjK3/hD+QfY3bARURojojQGqBxatERb8GN5hXisb3vetRmhV7t+ctOo+/fRMsslJSVFbMqFTAFCMzytH3xMgaKIEPciZdLS4ZvooHUp2DCe57PPPvN47uuvvxbPK7VHmE3FrBbGlyjnhY8jtTCYRHK40dDQ0GeDRRaR9NVVStcLrSMzZswQcR383n/wwQfiOArvvPOOKExJ90p/GHCigzdCCg2eDJp6WMqcKzS6LzqXMg+16CAcD+HNvD+TybrKRdha61KlrXZTxy/0wC81rm6WvaFR6drFir5NlHQIFSOihEDpeN6oM0Kn5maAStV1AuakRAHFzT0Dg0KEgaiE1g+KEKrmgRRMGm7R4Y97hdc+45UUGJPDoGCefzZk4yqHwve///2v+D1TZZ966incdtttIs3222+/xbvvviuyUwZSnxWJ5HC2dOTk5Hg8f++99+K+++7r59GBJ554QrhjGM/BBSOFB7/3ijuGNYYY9M6Fij8p/gNSdCi1NxR3CusdULXxBjts2LBuJw2lJbm7WgsWVJccF01SjPztT4XJHXWrsLbyy36Nx+60otlWL7beYBvwwqRMmKz72p/RqaPbBEjHRuHi8VhthDHViIRBgzFMlQdzkx11dfXCzcU0XZ57FilTglL9ydYRf4fDilLT/5AaY0SsZhzUyG9rUX3oxHT4I05Xr16N4447zkMwEIoGFv2i5U8Rg4QuMwqMm266SdxgGO/00ksvtafLBrvPSoMZ0Pn5leA1Oi1qKBLVRlTbTfjRUtyvsfR3AuB4JmuHIkFtRI3DhNW2/o0nPxERRyg68fpCgn+3D0G0PQYZzUPbH+8z7oBF41+RNF3fDXGDmjJbVlbm0WW2u/sqe0b56iplvCELDDKDjvWtmN7P7DrGdxAlVpLFBRU4rzIDkosZLjS9nfO0A82dQtFB9wVX2IyqVZpyBbP7a19j44qTjcB40qkQ+yM49jRswffl7yNUDEvKRaN1t9szTlgdLWIDqn06llYVDV2aAc4kLew2Dao1MThQB1grgChNLGINiRicOAipCSnQaeOgghFqsGx79+er1rwNP1a8hoQoC8qaeONZjoIkDZKiY2CzZ8FpHwWVYwJUKv+ybBT6KugWiZaOWbNm9WpN6q7aKF/DsvsDqc8K5eVx0UXI17i+54PV8dCpNFhq3hG28UzXFSFH7RpPqiYeOmjwoy0845H0jdqphdHeMVGrnQO35UB8fHyfre374yqlFYNxiJxn33//fVxwwQXi+RNOOEGUoHCHlhBaRv70pz/5dP+MeNGhWDeoqhjYyD+cK0PW3vBm9RxM0UF1R3cKXQ3MlqEa7M97HWwqxaLSV+FEaNxBhYkFaLT2b5Xmjs3ZCpu91XVn1rG5FFtMujZmyavUMVDHWFAPK2DreJ0K0VCDbp0YlwhxGlDRlIoNVd/B4XQgOdoAG1pQbwZ+PmCHUdeI/MQtyE3YApXqfZjtethsabDbhwKOiVDD0wQZqZYOJW1ZZq/0IjiiRrQLDoVh2sHCWrEsxMKD45mmG9EuOBTyNYPFN3aFFB6SCEmZvbkPV+mll14qxMXDDz8sHq9YsUK4Y2nd5E+6bHhfpDuWMGaPMYrucB5mzF/n5wes6HCvvcGfNBXTokBXCgueeBuoGCz3CuMZ6EOn+4AWF6V5l7+xDPXmSiwsfh42p/epqf0hNy4XTf00C/tClDoKI9L1cKKpy++caIWdbb+dtbBYDdhZk4yDLevbf+/otDJptjqxuRIorklEXmIschP3Izqa7iFuS2F3GGGzZcLhKITTkQOn09i20Y1BoaqKGPcKYzP4hZZ4wk9oVlQR8rXdWzKHaznRO/G9eWfIxjNNV4QhnQSHwlANhZATK22hGY9kABEA9wp8fH1frlLOp+73PLpVWKujuLhYLIKYLss0WsbpBRptpJcypzWBqaf0fVOx+XoSaPYJpKWDY6MrhQJo+PDhIqZEEUD+trdvsTZi4a7n0GpzCxgNIhnGDFidfQejBpLRg1LhFKKgZ/ZVpWJXQz0c6o79dCo9rI7uz0uLvQ5bquuws9aIIXHpKEjZjyhtKzTqZmj0vPl3nQCcTk2bADEIEcJ/jxxpQnz8Xuj1ye3ixP33LrGijaiYjkMZfptmRhWhQNt7XZsRWvqnKTx2BX08xwjB0ft4CjWu8ay0BXc8Eok39OYqZfNHd2bOnCli8Hyh8zEGrOhQSpnzp1LKnIGISut3Xwmke4VCiONh2hJLmXcWQP60t7fazfis+AVh6QgFSVHJUKEyZC4cMm5QAaDu2apid+hRUpOJvabdXcrVaWx6Juz2enyroxm76otR0qBDZkw+ClOqERvlmVqmoFLZoVI1shNO+3OuGnKlvb6H06nzECGdRYnrcSzs9uEcda/H6jimdK90x4yo4Rjah+BQGKHNgMMJ/GgJ3kQ/VTscuX0IDoVCTYb4Zq2WwkPShmxtH6GiQ3GnKBYOmnloAmKhL/qe/K37ECj3CoUGg/C4KqUAYrBOZ3x1rzicdny9+1UcbO59wgsURm0M4qIs2FptQ248oA1BPNWwpHxotT0LjsbWDPxS1YQWm3swawcMOrXDOwuQw2nFXlMJ9ppUGGQYgqHJrUiJOYhAoFJZoVLVAeDWFZttJMzmU70WHISxQBTE0r3Swcyo4SjUdpRptsOBTdZ9GK/riNNZZy3DOF021G1uslG6DOHa+KmfWS09CY48Tcd4HHBgi30fRms6xrPZXoZRmmyR1UKGa1zjWRNC96UkcpEN3yJQdLi7U2hupjWBN2PWuujvKrC/7hWObe/evSI9l+lD3HoSQL5YVXjcpWXvorRhM0KBVqVFeowBayuqYLEzMwRIjObznFCD854ZMemIM3QvqOwONfbV56K4vqTXY0RpNGj2WTM6cbBlDw7uAxL1GShI1iAjbm9Q/k67PVeIDRHE6iO81ol0r7iYETWsi+D4unUL7E6Hh+gotVWL1Nnjo0e0T/SjdZliol9h6f168oWp2mHI7yQ4llhd43EXHWX2apE6O13XMZ4ijWs8a22BG49EcigQ9t4rStwGA0aVnh+sdMlskECYnfvjXuGYKIBY8ZT5yUyH7c3i4oulY/WBL7ClOjTdOzni/ITB2FhZhXITYHMAJgvQYgMsjuCoaKM6BpkJrBHS9dw3m9Ow/kBSn4LDhR+J8W7UWcqx9sBefFeSgt01ebDZA3PJ2+1paGm5DM3N1/klOJQgUl6f/jbWO5RIVsd4xHBQcCxq3YJ99tpu999tr8Z35m1iYlco0qUjTtWPgg5uJKpikKtJ8xAcS61bUO7ofjxljmp8b/UcD2M8YgI0HsnAd6/0dztU0EZC7Q0KD1oSWHxk7NixASlG5G7p8Me9wgmB2SmMI6E7xZsqbN4GklJsrD7wOULFsMR8bK4pwZ62MIdWG1DXCqQYAbPdJTqiNIGzeGigRWGypkumCt/nQGMBdtSUwgHvPhO7syP2oj8026qxqaoa22tikZswCPlJ+6DXmn0+jsMRD4vlJFitR/nkSumtBPpAKhkfLGocTfimdQtOiB4pHvPfe3sQHAoltirhYmHQqQ12fNmyGY1O3z/T7qhzNgmRMUPnGg//vb8HwaGwx1EFtVUlgk45nu8sm9EUoPH0F41TAzu/cxFyqbFWhiOCxhNMpHslAkSHe2VRdmBlrQvGSHByD/Sqzx9LB6udssFZb9VOe3qvviwdpfWbsWTPfISKoQn52FFXgp01rsc6tUto0MXC08I/jdYOnqFoDaAOwE2gKDERWn2Vx3MWazy2VRtR3eq9n1utUsPs6L2iqq9YHCbsqDVhV60eWbEMOq1ETFTfMSNOZzQsluNhsUx31aIPABS2tOZJ0eGizF6Lb1q3tv/bG3bZXAHYTQ4zKhzdBw/7C0XGMqtrPH0JDoXdjkphnGt2mlHpDOx4/EXr1GKsdSwa1Q3YqdkV9ole49SiqGUsmjQNKNWHfzzBRgaShlF0uJcyp/WBRUi2b98u6m7QdRGMWgm+iA7ux2qndPOwlPmgQR3+XG/oy9JR0VSKr3b/J2SZIzlxQ7DHVIJf3OZ/o441QVwXMd0rMW3zJ10uLU4Gm/bP4jEmrQB6XYewoAarbsrH1up9sPl4E47XJ/lcFdVbHLCgzFSCskYVDLZETMhVISW2ttsUW6t1Oszm4xl9EdAxMKajc7+gw50ye5s69gFFeASDfQ7fxyOER4SgdWow1joGsc4YxNpjxPd+l3ZXWC0uRS1jYHTEiI3j2RMlM30OJ0ImOpQmYZyUudGSwAqjjJVQOpkGA2+zVzgB0J1CGMDqz2TQm6WDKbGfFT8HmyM0xb/SDINR07IXmzolb2jcdF2jpUN0ELsTaLK5hIc/Fo+CxFwPwWGzG7GzOgUHmv0LpovRxcARJNHRjsqJFl0dftzPvgoJKEpTIzfNJT6s1iNhscyB00nxE3ike0USbGKdcYgRdWZcZNozxLp5Vy8ZZcEkxh4Hg6NjPIOsrvHsiTp0M32keyUMokOxbrAtLtMDaUngT5Yy7y71NNSWDsaSMGA0IyND1JL31+LSUyBps7URn+58Fq22rtU4g0G8PhE2Rw3WHXSIGgbuuA+vpgVI7xSry/2brJzwfRMeg42DkWjc2/64onYQik0mmO3+FyGL0mjREvxefe1YdfXYVAeUHiyEszoTzU1sVrcfSUktolZMf7sr9uRekUiCRZ26Dlu1WzHC1pFZk2nPFD/DITwatHUojt6KgtaO8QyyMtMHKDtEhYd0r4RQdHQuZc5Sqyz4VVRUhNzc3JCs8BhISsHTHRQjzExhPZDRo0eLznr9oTv3iqv41/NosHjGOASLaI0B0VobftpnFS6TzjCeQ6HZyvF17f7JC9zUJjw0XnxEsbo4ZCea4GSomkOHLfuSUWX37HDoDyzkFUridXkoiD8NCfp8OHIcojYLr1d2bN22bZsQHRQfLH3PzZ9idd1ZOg5nGsvr8dOTi2FubIXOqMfR181EQk5yl/tI1fYKNFcz9kaF779bhMwLRiIuI0H8fstH61GyeLvYLz4zEVOunQl9TGCyRur31+O7xxajtaEVeqMes26ciUF5CZ7jczjx4ys/oWxtGZx2BwaPSsex10yHxt+2um5U7KnHa/cthqm+FYYYPS67dyYyh3qeH4fDiQ/+vQK//FgGu92BoePTcfHt06HVaVC1rwF/vf0DjMkuxLxpJyEmPhrDJmYgU++a6It9FB7lpfV49q7FaKxrhTFWj6sfmomcwq7jeevRFVj/fRkcNgeGT0zH//3ZNR5Sq61GcfQ2tC6Nw4HSBsw8azgGw3Xv9VV47Ntdj0f/tBj1ta2IidXj5r/PRO6wTtePw4mt6ypQVd4Eh9OJL0t/wvm3jIROr0HF3kb83+x3kDe84zV3PXUiMob03lRNEoEps0rtDW50q9DKQdHBQl++9E4JlqWDY1m1apWoT093Sn8Fh/Je7pYOu9OOb0s/gtmmQqwuE0ZtKvTqWKiCdNo1Kg3SDEasKqeFoevvVW1Cw53Oj92hxcPWh8TWqrUoSo0WmSomczrW7jcGRHAQhzM0liFY4jA66QpMSLlWCA7ls2TFWdZlYcfGY489VgQV87otKSnBsmXLxPWza9cuIUz8yZAaCKKDravPOOMM8f3g387214Fk5fPLMPTEETj9yXkYedZ4/PTUki77VGzah9a6ZuQcXYAhUwuQWpSO9W+tEr8rX78Xxd9tw4l/PROnPX4BkgpSsaHtd4Fg6dPLMHLOCFz4/DxMOG88Fj/edXy7lu9CVXEVzn38HFzw7AXiPG38ZFNA3v+th5dh+tkj8MD783DSZePx2v1d3//7j7aibFsV7nzjHNz3P9f7f/uO6/0T0mJw64tzMffhcYg9xQZdtAalW1wLoCx7JvJtruvdW156YBlOOG8EHvt0Hub+Zjyeu7vreL77YCtKtlTh4XfPwb8+vgAqtQqfv+F5Pr5cvApfbF0qGjoqDLZmItvs23ievGcZTp43Ai99NQ/n/3Y8Hv1T1/Es/6IYDbWtOGZOPmac6ip78NF/O8ZjiNHhqY/Pbd8CLTgU90p/t0OFoIkOljKnhaOqqgo//vijWCXSfdHf1WEgUmarq6vxww8/iEyZQNUD6WzpoPj4dOe7+H7fcmyrKcWO2v3YVVeF0gYT9pscqGrWobbJgHpTLJz2DOjVuTBoCxCrG4pYbT7itLmI1WYjRjsY0Zok6FTGPm1sSYjBT+XVPQoJ9/gNhfrW3o8prCG91PIYOygTdlShrK4Aq8sr0GQLXLaJ2d599c9AEaVORLb2dOj2n4jU6NG9CmE29EtNTRX9dqZMmSJcgzk5OaLGDIOPKUJYsZZ9eWgh8aZey0Aogc4xMqj66aefDvixW+tbULOrEnkzhonHOUfnC2sGrR+d4dzEFSvPqq3VCmOKS6zV7a5G2oh06Ayuiztz0hCULA1Mt9eWuhZU7qjEsONc48s/Jh+mKhMaD3qmcdeW1SJrfJawbPAayjkiBzu+6/8YGmpaULqlElNOcb3/pOPzUVthwsEyz/Ozd0c1RkzOEpYEvv+YY3Kw4jPX+3M1r492GbQrcBCfrF/sEciebc9Cvi3Pq/HUV7egZHMlpp/uGs/kE/NRfcCEA3s8x7NnWzXGHt0xngnTc7Dsk47zUVfVjA9f/BmTLxuM/3z+iUdtk3RrFrLN3o2nrroFOzZW4vi5rvFMm5OPqgMm7C/1HE9ZcS1SBsdA3eYvHjc5E99+FLqOwLJORwjdK8xMYTXPUaNGCQsHTdTB6PjqraWDEwHLq3Nj7EZ2dnZALS7ulo6lZV9hzYGei39ZHVbwP9LcYgJavE83i4mKRZRGD51aB51aC41ajSHxUfhh32409FIWQN+NtbemFchx9p6xwiwX1vHQqz33G51aALOtHluqUlEf4BLUsboEOBHYdFkFrcqIIbEnICvmGNTWNKBK7Xtn0KioKKSnp4uNnzkDkdl5mBvddURxw9AlQ4Hb+VobCKLjlFNOEVswaK4ywZBkhLotupnnx5gai6YqU7vrhAwek4XovUaULNkBtVaNym0VGHvDFPG75KFp2PHlL2ipbUZ0ogG7l+2ArcUq3DVRcf2LwaHAMCZ7ji82LRbNNc2A6NfjIjk3BRsW/IAxp4+GRq9F8fJdaKzwr77McOswDHa46hSZLK14/pYCHMnic223zWdvykaeahASzR0WsuFnjUF5SR3GmoZArVEhTZePI8+djGPMReL3FGs/f7cb5hYLTsjLRf4ozzpI2fZs0bG3VNu1enB+6zCk2Fz7Nza34vlbCzCltaMYHsdTaBuEJJNbsOqZY7C/uA4TaodAo1EhGvkYfc5kHGlyjWf9mjLMf3gakpwxsJya0R7boZBuzYZT5cQ+fe/tISrLTUgeZIRG2/H5pGXE4uB+EzJzO64fulsO7jOJnxzPysWlwq2i0NpixR/OWeCqgj07D/OumQiNe8S9ZGCIDhb74g2YtTcUEzJXi1wZhkN00PLCeiC80XOlGh8feJ+dEki6/uAqfFO6EMHArrKhweJpATgqPR+/VDXjYHPvZguVjTVQPNUN4z7MNiC6DwMU3TUMMmUtD86dufE5qG11YntNndeFvnwhTsd+JIEVHWqVDtkxM5ATMwtatSFgbe35ufMa50Yhy2MySJRuFwYpM26IAdNKPAh/8jH34b99hVaHf/7zn+2p3U8++aTowNwddG8+/PDDeO2110SKOuOp/v73v+Pkk09u3+e+++7D/fff7/E67sfvsK/w++3+HafVp7/U76mBpSkReTMKodZqkFY2GKteWIZj/nA8Bo/JxMi547D04S+EGT97Spt7LISTRsG0fOwq3YOP7/gEWr1WWD3Umt47KgeSwbmJaG22YsOyUrGaTxwUA9XBjomc52XSCflCfOxafwDlJbXIHu6ZMZjmSEVpH00PvSUzzzWetYtLhQhKHhyDmgrXePaX1CHaqEPSoN7dikm21D5Fh7dMOykfthUxWPFtqRAd6Tnx7UKFouX1ZZcgMcUg4lQevvEb6F7ZgPOvmoBAIbNXQiQ6aIYm7jd0f6uD9ge+P2+CdKdQaPjbrdbbyWd/6x4s3f4ZQsWolCxUNAHba12r616hi6Ybk4rKkdtnl1Ui3CxswhadgnKTHVWt/mem9EWUVg9zgMqZMIYmwzgFQ2JPRJTGU2zyegx0fRgej9caN8Yv8T2YHk4RUlZWJlpIf/DBB8IlQwHMAnneNn2bP38+br75Zjz33HPitY8//jjmzJkjrIjd1ZW5++678cYbb+DFF18U1r0vv/wSZ599tvg+TJw4sX0/BlIvWrSo/TEXCP5AgdNZwPQErRq0UDjsDiEShMWoyoSYVE/rz96VJTAeOwaatg6FdMP8+NmK9t8PO3m02AgDTul6YVBqf4lNdVk13MdnqnRZPzp/74+8+EixkZ1LdyJpSP/TrKOMWljMNiEWKByIucWGKEPX+1fuyDSxkcq9DYiJ7xpIy2NQoOxYW95FdNhg8248rTZxHhSrXWuzTYiIzhSMShMbqShrQEyCazy1B5tQW9WMKvZjaGPFV8UYNy0HcWwG5ba46gtaNWoONsNucwgRwXHR+jEos5P1UKXCsDFpYiPFK9chtzCp3f1EwUH4/iedV4TFn+zE+VchYMjslRCJDq7kGNPhTqhFBy9C3uh5U+fKLdgBrPWOWixv/FIEkIaC3Pg0WO3R2FDpXXGdRlv3Jt891dUY5mUcLS0jB5qDXDtDBMUGRnGkRU9AftzJMGhTu/19ICwdfcHrnhYNxapB6wPjijjJf/311+L5v/zlL7jtttv6PNajjz6Kq666CldccYV4TPGxcOFCvPLKK7j99tu77P/666/jrrvuwqmnsgMucM0114j3feSRR4QYcRcZdBX1lzvuuEOIIndLB2NfuiM6wYDk/FTsXroDBccVoeynEhiTYzxcK4o44eSfmOuafCs27vfIcKFwoZvGZrZh4zurMfLM8QgEhkQDUoemiviMotlFKPmhBDGpMYgb5CkQbVYbzK1mRMVGoaW+FeveW48jL3EJEF+p0lSjRdVmsTQCK/auR/3PVRg5ORs71x/A2u3FGHyGp6CyW+2wWR2IMurQ2mTBh/NX4ehTh2G3BmisbYEhVi/iK3g/XLOiGKNTXAtCBbPKjK267q1aNdpqtKrbxqMHVu1bj5a1VRg7NRvb1h7ATzuKUXCu53hsVjusFocI0Gw2WTB//ioce8Yw7NMDiccCiW4VfZ+8eTkefPAS6HQdU5FFZcauqL6tbBQLhaNT8e3HO3DiOUX4/ssSDB+WhbzswbCgw+prtdhgtdiFwLCY7Vj41hacd9X49riQ1JhkQG9Hi60FP3xVgqGjur9XSAZgRVLefDsLkWDB99m0aZO4udOfnp/vW1S0rzSY67C47lNYnaEp/pViiBdxD9/v8y4eISkqCbXm7ks5N6AJTocOKnX/mqsFEqe3QS69MCH5OiRE9R6UFgrR0Rla2s4//3wx6Z933nkiZsKbwFO6CNesWSMmdgWOffbs2SJYuzto5etcX4Tfh+XLl3s8RxcQM1S4L7O5aLFgGwB/Yl24ectRvzsWPz29GL98sA46gw5Trp0lnl/x7BJkHZmL7KPykHfsMOjKdCj7qVisWqu2HsBRv2U5ehffPbhQBJo6bHbkzxyGYae4rB6BYMa1x+K7xxfj5/+tg86ow6w/uMZXvqkccYNiETsoDtZmKz7800ft7tWxc8cgbzKth75To64Rm0L2WUY8/cACND1iRnSMDpfdMwtl2jK8/tASjDs2F+Nn5qGhvhmPXv1p+/sff+EYaCaYUYYybNhSio+edWXzRGl0uOXiS1A4ngW5OgTHBt1GtKq6d3vXa2tQj47xDL/AiH/fvQCN/zQLUXH1g7NQri/DC/cuwaRZuTjyuDzUNTTjwd98KgQirTQnXzIGMUeYUY6yLtVJh2UN8YjpoODYZtgIi9o7N/z1DxyLR29fjPnPrUN2eiqevf9GJDYZcPsTz2PkMUk4+oQ8tDRZ8dOi3S6/sNOJWXMLMeV41zkoW9eMpr1ZaDa34oUvv0DB+ERceE2HBTAQSPeKJyqnt21R/SwI5o7i32bkfzChZYOZBLy50sfO95wxY0bQ3q/V1oKXNzyBiqb9CAVGjR7DU3KxZM9Oj8jv3hjCkuiNPbtgJmfkwKEKnrvEV7LjomF39pFa0wsGTSomD+q68u8Mgz7p+mCjwVBz4okn4ve//z0uvfRSr3sCMSCbrhEKAwVaSJYsWYIVKzpcDgoXX3wx1q9fL1Jd2Wrgm2++wZlnntne3Zl8/vnnIr6E1kDWJKF7hPEfFO3ubh9OagsWLMBZZ53l9d9ISwe7Rp/338v9dnmkqxNwmqHj8/moZR2qHH33y+mJbjwPPjFIlYDZ+o7xfGFZhxqn/+OZ2H8DU59o2sqhxzk7Pk+LyoL1ug1oVSwrbiQEtg5etw3filrHiAqlClaVBVsNG2BWdzOePj4znSMK+aZx4qc4ltqMkpgNsGrMMNoSkG/q+Lx2xa5Dq9aEKLtRPK9xutxDFnULimM3wN7L4ouWm/MmvSruGX3FBSrX/iPfXS6sTf2hxWTBLcd5976RTsgtHcF2rzBbhimMdKUUFhairq7O79b23mB32DF/yyshExxqJzAiJQ9LynZ5LTiUehq90WjWICbINxpvMWhiYO9njY7EKE8TciRZOkKZvfLEE08IdwzjOSgaKDzomqE7RsE9O2XcuHEiVoTF+959913MmzcPO3d2WNNYo4TtAugS8scSIgk9FBxjfBAcwYaCY7gPgsMb7Ozrq7JCh6gOEdI0TgiP7oiyG5DnJjjEGNQWOIJQkFBaOjxRHyqig8dlKXMG1DFATink5E+XWW+hkejjne9gV902hIpcfQqW793tc9yIxd6722d/U23EXNhx+v4r+bzYEyNadPDaoejwNoCUsE4Iv0MVFZ7F1/i4p3iMtLQ0YeXge5WWloqMFAodFj3rCRZFYyA4xcbq1avF90kJOmW8Bv99zz33eD1uSfhQO9UYYx2N+E6Cw+VSCYfgUGN462jEdhEcG/0WHMShtqMkZiNaNR2LFZfwGAt9m/VDIcrhEhxaN8HRrK3HnpjNcAYolkzSMyG92zJYLRgxHbyh/vTTT+InXTe8OSsEU3R8t+dz/FzR1aQdLCakFWJzYwMsfjSNqzP3Xmir3lwPjSo4jc18xaDtn8klWpMMvca7yZzXBifycOBrRVIGZ7M6Kl0k7uPnY3d3S3cwVoOuGX7/3n//feFi6Qm6WlhplcX8Zs2aJQRS5+3VV1/1etyS8JHgTEC8M95jgqfgaFH1P2bKH+LsCYi1x3cjOPo/HgqP3V2ERzQymws99stqHgats8Pd0axpQGnMZjiCJDhkcbAQiY7uskQUS0cgw0hYq4BBdOxUy1oFnYPmgmVdWXvgRyze8wVCxcjkPKw7eBCWtoJivmDUGmGy9u1zttkTEQm0pdD7TYbxaK/3Dad7hQXFfHWv0NLA9FfW3aAbkdkoFC9KNgvjQ9wDTRnnwfRcFsRjii7rc/Bvds+UufXWW0VMCKupMl6EKbX83lx00UUB/Gsl4aBWXYtt2u0dgkMbPsFB6rW1KInqGM+2AAkOBbva1kV4dG474f64RdOI0tjgCQ4iy6CHOaYjUKtLHoOuFAa8jRkzpkfzslIl1D23vL/sqN2Cj3fMR6jIj8/ErjoT6sz+FVpKik5Cs6m5z/3qWm1I7mbhXdviuugTDf61vPed/hSQUyHbOMOn68jfmhT9ge/rT0wHYyzYL4juDQruCRMm4IsvvsDgwYPbA2PdRRR7DLFWB0UH34ups0yjpQvFPQ6KAoOZXnTHTJ8+XVgO+W/JwOeg5qAofd6kakJzACd4f6nWHRRujGZ1E1qDMB5FeDCmg8GiPUHBsTt2U1DiOCQ9E9K7rXJzp4m3P6KDDeQYzCbK1k6d2quJWrkBB8qMXm7aKwJHHW79C4LJYGMyKlucONjsf5faKI134fp7TRVIMqqgUnnK6l21AOv/HGwC0mIA1vAJZsFHq9P/Kpaxuiyo+wiajQRLB60cFMK+xHQoXHfddWLrjsWLF3s8njlzpihG1hvvvPOOz2OQDCwqNaHpcu0tNdrgjofCgzEejOnoTni0aEwhExyyOFgY3St8jlt/3B1c5dEEzJs1m7X15RNXJpRAuFjqWmvwxubnYLGHppR7vM4ImyMWexvL+3Ucb4NOGWyqhWdfhhYr0NQWQkKZJaqfVgMHTYA1CN9XDbSw9iMdMifmOJ/2D5fooJWDRHqXWYlkoMLUVwoPs9rTyttKwRGzMaQWDula6SCkd1sKDn9jLLgqZL0NWjiY/keXijeWC3eXTn9osTXjjc3Po9HS/14S3qBXaxCjS8euOi/Km/dBo8X75lMtNs9Vwer9QOeqy/wOVLUAO2qA8kZX75ZAYVD5PwmrocUgg2/VKMNp6aDlz5dCWhKJxHfhsTu2Q3gw1mN3zCYRdCo5BN0rSoW8/lYlZREjNmujf5rWDV9M0op1pT+iw+aw4p1fXsbB5v5ZHHxhsLEAG6v6335Zo9KgtrX7SqTdcbDZhOy2KtR2h0tYHNlLifTaVtfGgkupBvZM6b1jbV8kxSTC5mejt8Qozyj1SBYdzBChlSNcQawDiQOOerzc5FlBNZwcdNbjLXPkjEfSOza1FTvj14bt/aV7xZOQ3/F8tXSwdwrdKSwdzfgNf3zgvLH7616haPpw+9soqe+/APCW3LhhAREcJMWQ4lMRsYqmSqicrgZImw4yo4XCpe/XNZiB4jqgtB5otvpvEtT1I+4mL7ajc6q3BKPhmy+iQyKRHNrI7BVPQh62T5OyNwKAkz2rH7JeAAsVsfqhv9knFDr+WjoWlS7EhsrVCBVD4gqxvjJwAidG59vEJgSKMw1Q7cHmSoANNX057RQcu+tYKwMYFOsKQPUl40XlR0qweJ1DD1O1Bvpks08ui3C6V6TokEgkhxthca/0JTrYs4XVRVm7/qijjvJI7/MHfwuEfV3yPV5c9xW0YHyFAbFRBtFyPUqjFStyrVotrAAqkeNth9XWCrO5CbpoNWyOFuGW8WXCTo/JxaaqYgQUPxRyo0WNyhaX9aKwo5mnT7TagT31gE4NDIphlVF+Dn2/zu5nDwuDfSj27neVwGdqqNLVlb0Peov9CWcgKUVHMLseSySS8CPdK2G2dPQV08GGNgwW5cRxzDHHiCqM/cUf0bFq3wa8tO5d8W8b7Ki3msTmFW0hCVoRDGoQFTajtTrR5VGv0UKrVkGjVkGtckIFO5ywIUqjxq7a/XCwXWYAabb1XZ+jM/tN1cLKQfrZpwhWB7Cv0eWiofhg7EdP6bZqlRpmR++VU3tiXOZ5iBqSIDqx1tbWCrccU0V5rSUlJbWLEKPR6DHRhzOmI9h9VyQSSfiRvVci1L1Ci0hZWZko+MWmVGxFH6hVoK9xJJvLt+Oxlf/xKRaiO2wOO+rNJrH1xdhBg2B1BL61fE1rR1tqbzHbXamxJDpAV4jdyRonwAFTW62PKEDbyQARr6dFy/fxRqmTEKV1Rb9SpLJQFjelvwkFCAtf0VXH2CBFgHALp6WDAuhwoa7VZfXyBzVUmGUcimS1EQftJixt6Z81sMQ/XRs0nju9nwdojQEODu14nL4D0Pev6NZnoQth84r+dL3V22KQauo4P5WxO2DV+nd+tH7coqWlw5Og3m17K4XuDlejzE5hg6lJkyaJZlSBNDv7YunYUrYd/1jxorBuhIqxaXmobD4Y8OMmRSX5JWQc9o5KlP5OFL19eVhkbHsNUNGp1keMzr+Vf4ZxSrfP8xqiNYHxQKzceeyxx2LkyJFCeLDkN8uC0zLCyp7B7kYcjg6zhwK8C8yJKcIofTrStfEYF5WJ2cZh4R5WZOHQAq3xHZsjPL2EIhW1Q4toa3z7xi63hwNPP/206LbO1iDsHL1y5cpeQxoeeOABseDn/uPHjxeVjt15+OGHRbgDkzkGDRqEs846SxgJBlz2Cs3M7J3CtFg2a2MPlUDjjejgqnjDtk14dM1/0OIMTfEvMTaVCjanfymifRGn9yPTB1psqNwv/p0Q1b/0176obqv1sb+t1gdrk/iOCjkxM72+9mjdKCwsFF9CXm+E1x5jiChCKH5ZFpxVb4OJFB3eCo4RGKrraOBIRugH43gpPCQDhHBkr8yfP1/0abr33nuxdu1aISLmzJmDgwe7X9yyVcLzzz+PJ598Urilr776atGD6eeff27fh/2Zrr32WtEi4euvvxZC5aSTTmovdDggYjr279+PzZs3Izc3V0wEwTJz95Uyy/GsWbcWb5V/jnqnbyewv4wflI/ypgAHj7ah9aEcuIJBk4Mma4n4d1L/mr36ZHrnVtW8G7kJQKoPGTMx2kyo1Z2ql3mJkuXC7CiqewpgumH4xWQhOj6nuGEYFxLIHi2+dpg93ODHf1JMEQo7CQ6FUfrBwv35XfPOkI9NIon0mI5HH30UV111VXsjyOeeew4LFy7EK6+8gttvv73L/uzHdNddd4neTISNJBctWoRHHnkEb7zxhnius+WDnaZp8VizZg1mzJgROdkrXd5QqxVFvig2aNamAuPAg0lvKbOcaKgEv2peiXJbNUKJTq1BXUvwCo6xrLlPOIGt1R2FxJINqpB6E+vNTmw46EqzzUsABsf2nW6bE+udlaM7lEaAFKW8Vmk25EaTJIUoXS6MB2EsCC0f8fHxwhJHEcL9+uMCpOhITe1+Qj3cEYLDWIRhut4bzo3Wp4vPb3HLrpCNTSIJJw0NDV0WTp1LBNBlTCHg3m2a97jZs2cLr0J30NrbuUO7wWDA8uXLe036ILwfRrSlgxYH9k/hKo/ZKfzDgk1P7pWKigphVt+kK8X2lv6XG/eVAmMK6h2Bj+XwN4g0TpeDiuay9scJ0XrYQ+hqcq/18UsVYNS7XDw9oYIGg6In+v0+yjXRnYWN4piiQBEGFB0UINzYyZWCwz0rpvMX1hvRwWBpSVdmG4djmN67DrdjojKELF4ihYckQglkIGlOTo7H83Sf3HfffR7PVVVViXlW6TytwMdbt27t9vh0vdA6QosF4zq++eYbfPDBBz16CHjvvPHGG4WLmi1JIlZ00GzNAD5mGNCnHqqsgc6iQ+njUlpaiurUFvywez1CjR4atKjqgmZIiEKUz+my+xo9U5mZ5sqsk3CtdmP78Jok6gv7ZW3oTXR0huI4KytLbHxdY2OjcMXQRchgKmaiKAKEdWX66gski4N1z4nG4SjSd1g+7XBgXes+HBHdcbNd3VqGSdHZIquFjBXCw9nvrBaJJNLdK2VlZcLiqhCo3k1PPPGEcMewrxnvqRQedM3QHdMdjO3YtGlTr5aQsLpXeJPmJM8VYnZ2tjARhTJN0T14lcEv69evdzXcyo/Fgo2fIhwMTxyMKpsrYDMYpMamYp9pn9f7G7WpWF3b4eoZZIyBxRHa+BaP8eh6ruehkBt3Ur/ewxfR4Q73Z9Exbsy04jWl1AahAKF5k79TXDHdFQGTZdC7wqwUd8HhgAMLTVuE8DgCHaKj2FqNSrsJJ8eMgKpNeDCrxQEnlre44pEkkkOR+Ph4D9HRHbTOcs6jJd8dPk5PT+/2NWlpafjwww9F6AMXU5mZmSL2g/e3zlx33XX49NNPsXTpUjGf+0rQZ37+EatWrRIuFfZO4QkJRJt5fywdXJ3Sp8UJIKUoHS9tfq/ftTj8IU5rQIOjKqjvEaXxTQE3tnrWjBiamIRwEtfH8DWqaCToc/v1HrwmlIaA/YEpuIxL4iqB1/jkyZPFdU4hQt/q999/LyLCGcNEQUIoev3JXgl0GpyvxwwWKZoYDHdzqSiCY4+t+2aFu6zV+Kppm8f3lzEe8WrZtVcSme6V/m7eQk/CEUccIVwk7vc6Pub9qTd4D6A1lzFt77//Ps4880wPDwEFx4IFC/Dtt9/67R4OquhgIB6btdE0zT+WN1l/W9v3V3RQcDDVhwoufXg2Hl39n6AU4/KGkYMyYXH4GOTpI3an9+dY5YjC+oMdsRwkhaaGMMKy6b2RGj223+8RjMJgFDB0tdD3ykmetUFGjx4tzKA0jdIcec4554iaNOwtpIiQcKXB+XrMYFFtb8Jnpi1CbPA//ru0B8GhsMNaha+btot/W512fGzajAZHYGKQNCJiSJaoDxaiVsahVPEqgkQH4Xf6xRdfxGuvvSZaQzAbhXFkSjbLpZde6hFoumLFChHDUVxcLEoHnHzyyeL+eNttt3m4VJjJ8tZbb4lAei6iuPlaXiCoooPmY67+xo4d2+7jZoCer63t+wNPnGL65g01NXsQHv7hOTRawuM6SDXEY1/j7qC/T6Ol0et9dZosYZp2x9JcF9GiIy+2f64VEopqpDw+A05pbWBhnenTp+OUU04R0eKPP/64cL989dVXPqfBjRo1SqTBUeD05HdlGtydd94p0uBoJuWNh/9mGpy/xwwmu221+Kxpq9j4b2/Ybq3E183b8EnTZpTbPSP7/YVi46yEkTg3YZQUHkFA49Ai3zQOmS1DDxvhEWrmzZuHf/3rX7jnnntEYUS2FqGVUwkuZahDeXm5h0eCixTeA7gwobWDCyT3vmfPPvusyFiZNWsWMjIy2jcuXCImpoNmHloW3AmlpYOrSJ5smrJp7o5PTsD9y57EwebQpsa6U5CUgj2d0p4CjValRW2rdzdtruc2VnZN29Ua7Gw6E5HulSh1IqK1/Xf/hKMEOr8TV155paju9/HHHwvrnzd+0WCkwflzzGCz2+p7GfxtlrZGQQGAwalnxo9Aod6VBnh2wigsqP9FdEiS9B+1Q4O8pjEw2GPExrNabjy0M4/C1XvluuuuE1t3LF682OPxzJkzhTW09zEE5jsQtoqkgfoDeoKKjK4d+tvpr+aC5fFVr2JXXehTYxUyY1NQ1hB8K0eyIdnrWJUY7RA0WjzNY3E6PUy24Aqj3jBoWdis59+nG48KyPvwOgxH3xVCIUwTJa2AtIT0RW9pcDRx9pYGxyBuCixWEaQJVVnh+HPMQxlFcAyL6qiKnK2LR7Im+Gn9hwsGexyi7R0B1CmWDGS0dA1WPJQIh3slkgmL6CDBtHawjDWD4ZSeG3zPL6t+xNoDmxFOMuNiQxK4GqP1LiuCum97TdcS7IU+FnsJtWslJ+a4gLxPuJq98dr3N5DU1zS4YcOGCRcnLSxc9dCNEi6hFcnQiULBMdxNcFicdvyvbhMq7b53apZ0T5OuDmXGrR73wRRz5iEtPMJRBj2SCUtFUuXGG8iy0sokwuInXMlNnDixvbDT4oOrsa4t4Cxc5CUMxt7G0tC8mZdu6Dh9NtaY9nZ5Pj3GgKbQxvp67VqJ0WZAo+5DlXhJODvMEl9ERzDS4Pw5ZqBpOlCPDc8vhqWxFTqDHmN/NxNx2Z6i1+lwom5HBVprTKI+/s/fLELi2SMRk+7qLLzrk3XYt2w71FoN1DoNRl16DBKHDvJLcNhaLGjYuh+tLa14fvFC4NRhMGZ1HU/p/35C/aYyqNRqaGOjUHDpDEQPTkDdpjLseb8j+8fa0AJdggHj7jm33+fqhhu+x8cfl6K01ISffz4HEyZ0X9F2/vxduPuh7+BwOHH88Vl45pnp0AWoc+O+3fV49E+L0VDbiphYPW76+0zkDvM8P3zfV/6xAmuXlcFuc2DkEem49r7p0Ok1qNjbiDNmv4jTZ0/BBdPmQKVSY9L0LKQgU8iQAwbfaq2UldTjoZsXo76mFTFxetz1yEwUFHUaj9OJzWsrUFHeJD67b8p+wmV3jBTjIQf2mfDo3cuxp6QeGrUKZ/16FM6/wreCVxLvCfodt7PwUFIUA23p4I2V1g0GjSqpuWR52Wos3LsE4SbZELpskGardyuzA43dy2ejLryyOrYXTZEV432N/0gXHb7U6QhGGlxfxwxUV8ne2PTKMuQcNwIz/zUP+WeMx8bnu35Xqzfvg7m+GemTC8SWNDwd299dJX7XUFqFPYt+wTEPnI3pfz0XuSeOxi+vfe/1+/PudEZ8EYqiXPeLxu3l0A6Ow3ejLGiZmIZd/+k6ntr1pWjceQBj7z0P4+4/D/Ejs7BngWs8iWNyMO7ec9u3mNxUpE4JTHO6884rwPLlc5Gb27NYbWi04F+PbMCyZXOxc+eFqKhoxgsvbEGgeOqeZTh53gi8+NU8nPfb8XjsT13Pz1f/24pdv1ThiQXn4LkvLhBNLT/+76b23xtidPjdU+OQd64V007Og7HtC59qzkR6i29pmP+4YxnmXjwC7yyZh0uuGY+/3NJ1PIsXFqOuthWzTsnHCWcMFfPPu6+4xkM3/51XfYWTzx2OdxbPw5vfXoATTg+s1UW6VzwJ+R2XH3igg0kpNBj4xqj7o48+WvwkGw9ux9Nr3kS4GZ6chf3dWBTCWf7cqE3B1prui4fZnCZEonuFQa/phiMHvOiga4UTvq/VBIORBtfbMQPVVbInzPUtqC+uROY016ScflQ+WmpMwvrhgYrWBZeFgdharYhOVgSbCk67A3azK/3d1mx2+513gmNklKs+iMNiQ1NtIz6N2ou91gYkH5EPS40JrRVdXZBOmwNOm01MWvYWC/RJXd/TUteE+i37kDY1MKJjxowMZGf3bh0rKW7EibOzkJ5uFPfaq68ehbffDkxTvLrqFuzYWInj57r+nmlz8lF5wIT9pZ7np2RrNSZMzRKWBI7hiBk5+PajHV2OV6+vwl7jdg9XS6o5C+kteV6Np7aqBVs3VGLO2a7xzDo1HwfLTdi723M8u3fVIi09Buq2Rk4Tp2biyw9c41m9fB90URoc7yY0ktM8axb1F+leCXPvlc6dZvsDv/CsfcDVFzuFMoZDsaxsr9mPG756DUUpeWi27EerI7itynsjWmtDQ3DLcrSTqE9EnaXvdNdmC9ved83i0anVqLf4nkEQKGjxjOrhqkzQF/S7kJc7nID7KlceDFiNlMLY17+FaXAsssc0OAZ6Ml6pcxqcu4hS0uAoOujKYbos02jd0+B6O2agukr2BN0l0YlGqNtKz/J8GFJi0VptanedkJRRWYiuMGLf8h1i37rtFRh2zRTxu/jcFOSdPBaLb3obuphoqHVqHH33XK/e/7S44e2Cg9jNNkTHGHBxytD252puykZs9iDoEztEhfPE6TANPREtpXVQadTQTDkXiRNy2/8OhaaWKlgfGI3EoZ7ZSd837cHy5uAEtDearMjK7hhrXl4c9uzxfxGR1TwMSRbX9VVf34oX/liA8aaO8/Psjdkoah2ElLqO97xj7hiU7azDiMohUGtUsNnzUXDWZIypK8JQlRWP/i4PDe9Gi4k0miJqlKdLONWcLVL4Dxp6d0dX7DchZZARWm3H9TM4MxYV+0zIZsfINgqGJ+PAXpP4qdGo8MM3pSjf6yopsHtHHRKTo3HPtYuwp7geGdlxuO7uo5GV23vVT0kEiw5eCJ0zVRjL0V9LB1/PFB/eMGkidu90d8BUi99/8SyqWxrxw95G6NVaDDOmQB/bihZbaOtzjE7NxcHm0hBaCeL6FB06tRGrD3gWA1MoTEyGwxncaqn+BpHmxs4O6HuFy9LRnxLogU6D6+uYvnaVZJout566YvpD494aWC2JyJxWCLVGg8TSwdj8yjKM//3xaD7YgIrVJZj5yIWITopB6VebsO6pRTj6no5Kij0xos2l4iu2xhbYmsxIPboQKo0GppIKNO4oR8KIrPZ9eMdrOVCPuELPzKDDgaz8RLQ0WbHi21IhOlIGx0B1wKUqogxaHDd3GKKitbBa7Pj5h31Qb61BwciOAF6SYE3tU3R4y8xT8tG4LAbLF5UK0ZE5JB6aNoFotzuw5of9eOHDM0UsyILXf8Gff78Iryw8B5HY8O1QICxh7P11r7ACGuM3ePNmp1r3m2CDuRm//+I5HGzqMLFZHDZsNlXjl0oLUqKHIloTWPNZT7i+ZqF1Veg0fceOqJEOq6P7858VH9yMCn9Fh0YVhcSojhXWQHev0PIQSKtNsPG2qyTjQJS+NNw6d8V0Jzo5Fq11zXDYXT1wuDhpqTYhOsXzGqxYU4KoJKMIFOWXim6Y6i2uvkUHVpUgLidZCA6SNaMItdsr4LD1fX8xd6raq4nSCheLskhytlk/1FGe36mWg/XQ00KjpfsAMAxOhKXOM47KyscOR7dul2ASF6vDvr0dC6vduxsxZEhgvtPRRi3MLbZ2Nxf/39psQ3Sn6sW8qoeNSRPul6mz8xAXH4XYtnbRdHFQcBC6X7LzE1Fb1TUGzaHq2xJOq0b1wWbYbB3XD60fg7M8/1725xkxLk3EdBx7Uh5y8uORPzyp/RjDR6e0B5+efO4wbN9UBZu1a1dyvwmEa8WJQwbtQBMdjMJnwzaaeVk9zX3SsNituOnrl7DTrXGZO2a7Fd/v3YVorQ5HpA9Fk7UcrUFMhxs/OB8HmkLbgKqv0u4qqLHxYM81GOKjVKhqRcRlrmhasrBv3z7RRM3XNvKRGEg60Jq9edtVkjEljBNxt3T0JDyiEgxIyEvF/u93IHtGkRAQjMdwd60QQ3IszLXNwBCnyF6p3ry/PcPFOCge+5ZuF3Ee2mgdKtftEa8XAqUP/le/GRcmjkGUynUbVOu1cEZr8fnanxA7IhONOw6genMx8sbpATcDaU15CUy7q5Bz5hHCvVK9uhjNe6uRM7ZDMZd/ux66OANSm7uq6DJr1xgRr7EYkBLX4R7rTH5+HL5+cB9uOJCHwYMNeO65X/B/l0wCbHpA67uPt0FXDYu67YYQDawpXw/7uipMPCYbm9ccwPKdxRh9od5jaWWz2mG1OETAaFOjBf+dvwrHnzkMFdFAU4NZiBSNVi3EwsLlWzBznGecllVtxh5j9y3Y3UlKNaBoTCq+XLADp51fhMWflWDEsCzk5wyGFR03MYvFJqwqFDkWsx0fvL4Fv7p6vPjd0cflYMGzu1BbbkNShhY/fluG3MIkaAOU7SOJENHhTyl0qli2omehI9Yd6Hwjczgd+POSt7CqvO+gqVabS3wYtHockTEUjZb9MNsDG/OhUanR7Ed1xf7SVyVSozYHDZaezZZOty9rJFk6UnGMiDnYvn27iIeg+ODG1bS/wmEgulfCgS9dJRkc60uA7OjfHIuNLyzGro/XQWvQYdxvZ4nnN764BIMm5WLwEXnIOGYYNBU6HFhZLERH7fYDGH3FdLHf4CPzRDDqD3/+QKTLaqJ0GH/t8V699wGbCfPrNmOeEB4ukZIyMgex3+zBCy8+KgKMhl4xC+XNZdj16hIkTchF8oQ8OIaqsHvFdjT8camI42BKbP6vj8XeZpfL0tZswdq3PxSZLdFtzwWCW29YhwL9NFw4/Wz86vz3YHY2iQyVu+5aiatOyRPxG/Hxetx801hMm/aReM3Zp47BpcefB5TZgJwNgNa3flONuhqxKUy42IjHbl+Ahr+ZYYzV4aaHZ6EyugxP3LkEU07IxdEn5KHW1IzbL/lUWDWYPnvmZWOQPMWMSpTh+yUlePPfq8XvtGod7vrNZRg2Os1DcJTEbIRV410PnT8+fCz+cstivP7UOmSnp+KFh25EUp0Bf3rieYydniQsG3T1LPtqd5sNxomTzirE9BMzxOsT9Il4/i834sf3S3D31+/BqbPhgadPQCCR7hVPVM4glwaluOhs1WBpck4W3nap4+u5ymL/FNbfcA+EU3h0xUd4dUNH6p8vGLV6TMrIQaNlH8z2wEy6tKTsM4W2vK9Ra0SzrWfLDT/pClMq9jb2HLNxQr4e1iA3o+sJxoPNGCLmFQ/06nhMHXyP+DczKHgd0OLFn7w26F7j5qsVhAKGoqOwsBChhP1N2KXx888/RyTDW8P1118vukoyXoSFxnyFlg5+12e/cDl0Rv/qq2RpE3B2bEeDv3cb1+Gg3X+3ZW2nr3imNg4XuAkPssNcjQ8btnbpSRQMfvw/L3ayRgFl4wBbm6DTml0iQmcGmhOAvW4NEIesA6JNgNnoet7e5v7QtXgtPD7rmmwS8IZveaYxMNoZ0O7CqragJGYDLJqu9+DEPr7WWnsUMuvGQetwnR+b2oz9iRtg05gRbUlAZn3H+dmXuA5mnQk6mxFZ9WOhdrjOj1XTgn2JG+BQ93x+aLk5afSrIr6prxbzyrV/2yeXIyqmf7WFzE0W/OMM79430ol49wr93+yKSesI4ze6W0W9tWmJ34JDvIfNguVlu2DURQmxUG/ZB0s/xAcDV+vMoS8jnRydjGZTz6IjXp+FNY3dp8mSvPhEWB3ha/TGdP3uwhwGu6XJsqw9Myu4cVKk1YACxB8rSDAK1HlDKKqRBsqlwo6SH330UXtXScLzyh4uhwr7bY14t26Th/BgKXQWDPsoRMKjT9Q2QGPtEB22NhFCEdEdZoOn4CB0r6jDWPXPT8HhDYwBsaut7aKDPylCKDy6Q2czCCGiCA5iV1vgVIX//BzqhC2Q1Bv3CjNTWH+Dq1gWKepOcCwqWY+///hBQMbVbDVjWdkuFNcAaYah0PlZ+XJEUgaarKHvYhul7d2sfbCp98DF3MTwKuj4Hk73kNjuzZ0MxORkyN46zGBiB1f+m43MNm/eLGpTbNiwQcSCMH00ktwrA0F0BKqr5EARHix5ztLnCqxQOje+KDL6zGrsQPZGIMrtviKEx1iXFcQdSzeCw1APZG1mxzWEE7VTjTzTaE/BoaLg2Oi34CAOtR3lCRth0XacHyE86sdC1yZEFHR2l+DQuAmOVl09yhM2w6kK/PmRxcHCkDLrq+jgCpa1BbiNHj26S6dahZ8PFOOO7/4b8H4mJmurEB/Rai1GJ2bAoqmG1emdy8Gg0qHO6llWOlTYe8hIIUZtMlbv771AWZJBh5owhnTEdqOZjNrB0Kq9ixHw1QoSzkBSpYBdJBPspoyRxj4Kj/rNOD9hNPRtFo+h+mSkaWNwMMSp9r0KDwoKc1tMkC0aONjJPVgxDHC6XdfRDREhOIjRlgCjvWNxY6PgiKXg6H9MHYXH/oSNQlDoba7zo7VHI9XkeX7STMOgcjs/rbqGoAmOcHaZjVTCFkjqnsvvDsXIxo0bxQpr8uTJYnLojpK6Ctzw1QsiIyVYtDpsWFNTjji9ARPTh6KmZQ9szt7fLy82CbWOgwgHjRZXwZvuaLXxPPYe2KpReRe8Fcog0izjsX4dS7GCKJYQ91gQWkGUDrPcj1aQQGXEeCs6QtXbROIbrESqCA92nX2vfnNkCA4Fja2r8HAXGJ0fRzcC2ZEhOIhJVyuqkGY3Dw+o4FBwqG1dhIe7wOj82KxrRHl88AQHkYGkERzTwZUp4zc4ATB+g6Wiu6OquQHXfP4s6s2h6f7I1u9L9+xCQpQR4wcP6VF8JEXHoT5MhbW0Km2P5c91KgPW9FAMzJ0ma++ZL8GEFYo7pfuL9N4Mo6vyZH/pzgpCcdvY2NheQp8WELryGKgcTAvIQInpONyFhwZqlPYnvTXYwoMxHZZeLGZCcGyKiDgOd+r0B+GEA62aJpgDKDi6Co9x0Nt6Pj9mbSP2x2+CM8LOz6FOxLhX2NmSkwBTYVnSvKfCSU2WVlH8a78p9OmoFDke4qO1FDZHx99RmJSKssaerQ3BJMWQgorm7t06OnUmLPbeM2kGGWPQHMYVHYNI21ojtBOvzwtKAS3FCsIYITZCo9hg/x5aQVjBk4I4KSmp3RUTaCvIQKzTcTgKj4jG3eLRnfCIMgFZkSc43PuuBBNPi0fX82PWmlCeEBrBId0rEeJeUSwdXHXu3LkTu3fvxtixY3s1O7OK5i3fvIKt1aFrntab+EiKjsG4QbmoailFqjEO+0LVur4bYnQxPRcDq+w7xmRoEiv0NUWUayU39sSgvqfSe4VWEBab49ZTLIiSkhsIK8hACSSVRDhMfe1OeFBw8HnGgBzGMPWVwiOrbix0dmMnwbFRxICEAuleiSD3Cv3szC7gyo/dYbn67AlOBg8sewc/7O27Ul2oqG1twhKKj6gYZMUMhgXhc0/0RKx2CGpbWRind1KNUagPT3mObkUHy54nRQWmO2dPdBdI2l0sSKCtIHSv9HatSyR+Cw9mt9ClcpgLDg/hkbgRmW3Cg9kttHCESnBIIsi9wrRG+tJpZp46dapYbfbGM2s+w0fbVyASidMPxlNrtuKCUQVIiC7uttZEsOmuKBhNcsX13lkvomiuReSUP0/Sjwj6e3qTvRIMK4h0r/jGPls9nqrrvfw6Dnfhkbc23KOIWFi/oyw5fOdHulciwNJRV1cnsleGDh0qqkH25bd/b8v3eP7nLxGJ5MXn4auSYvHvd38pxqlD85GVUBJy4VHd0rVNfbw+E2vKXY2x+qLVHj4fNk9VTCfNmR09W1gZlAyTYAR2+poy64sVhEKkuwJaFC4UHdK9IpEcHkj3iichLVLAm/zWrVtF/Q3e7FlWuS/BsaR0Ex76/l1EIjlxWfhm9x6P5z7bVYItlTlwOvtuOBUokqKTum30Vt3snaaM0+vRYAmfa4iCo63TtECnjkNs1CDxb07kDDqmZYw/eQ1xCwT9rdOhWEFGjhwpuq9OmjRJlChmUPRPP/0kNvYKYqqu+5j9FR1PP/20EDt06UyZMkV0Wu6Nxx9/HEVFRUL8MED7pptu8iiSdt9994nvn/vGvkYSiUQy4N0rnDTYHZYWDt6cV61aJVZ9vYmOTZWl+OO3r8IRgbalQYYUrNhfBbuz6wS4vKwMFbXxmDm0FWo/Ojv6Srw+vkujN4MmCWv2e9dsqjCJHTtDX7a9p6Jg6cYj29OlOVlTePAnrxcl60mxfvTHChLI4mCdrSAcp1IXxN0Kwi6t/gSSsgoou7eybwsFBwXFnDlzsG3bNiF8OsPy5bfffjteeeUVkX5OV9Dll18uxvnoo4+278fie4sWLWp/HI6y8BLJoYx0r3gSkjsMC32x/gYLfbFhm7Lq6633xZ76Slz7xfNotYUxurEH4vUx2FlrhcnSczGtHaYGWHcn4eRCAxwIbq6/ytFVuFnsSXB6GdiaHmtEky1ygkjz4juyVigKFGGgWDmUzb3Wi7KfLyIimBVJeV27x4LQurFnzx4hBijAzzzzTMydO1cIg7S0ji6bPUGhcNVVV+GKK64Qjyk+Fi5cKEQFj9GZH374QVhfLr74YvGYQuiiiy7CihUruoxTFiqTSIKHdK+E2L1Cv/fq1asxZMgQTJgwQdzkFKHRW9O3VeU7YLWHN7ixO3RqHRrNMTjQ1HcMxO76Wry/xQaVs+9JpT/UmjzFhVYVhfUV3rfUNurCe0m7iw6jdhB06u6biVEg8NqhFUTZ+JjPK1YQTui85hTrSE8olpNQlEGndYGWjVGjRuGTTz4Rz919992iMJk3jdP4N61ZswazZ89uf47j5mMGY3cHrRt8jeKCoUvzs88+w6mnnuqxH90/bDNQUFCAX/3qV0IYRRqsDHq8sRDnxY7DDENBuIcjGWCwMimbvykbm71JDmFLB/3exx57rEd1UcUs3pvoOHfEMZidNx6vb1qMNzctRpM1vCW6Ce0JRm06VlV6P6FXNjfhjY1WXDwmCyp1zx1e+4NdZwfcQjqaG2LQave+eJrN6X+b8EBnrmTHTvfqNYpYYCYUUSwfFBLeWEEUQRLq3iu0eBBaHS677DKvXlNVVSX+HlZTdYePGSPVHbRw8HVsgqcIsquvvhp33nln+z5007z66qsi7qO8vBz333+/+K5u2rQp4Cm9dWZAq/bvO3dmfBEKNanicbI2HladBp817ghuK/kQoroPEYczwsa0qR+dJfTQIt7R0e/FrNfA2nuyZI+o/TC8S/eKJyG543bXHdab9vYJ0TG47sjT8PmF9+HKCSeJ1vPhgh96ZmwBVpV7LzgUmqwW/Gd9OSzWvICPy6g1wmR1Fw0q7LV6/83QqdWoN3fNfAkVBm3HZMRCZpnGY/w6DsUDBa67FYTXWE9WECU2JNSigzU6GAga7NiJxYsX469//SueeeYZrF27Fh988IFwxzz44IPt+5xyyik4//zzMW7cOBEfQksIM8vefTcyArcpOObGj0BRlEtwKIyNHoxT4oJbw0UiCRSyy6wnIbnjdhcsypuuN+3tSWJ0DG446nR8fuG9+L/xs2HQ+tdyvj8UJBbgu1JXaqw/2BwOvLphNxpahgZUtSZHMwi0gzgdy7N7b7koTEqBo5tg2HBYOeL1uVCr+5/1QyFBwUHhQcGruGEUqwhFBwUICWQ2jDcwiJS1PXwp756amirGzqwYd/i4p3iMP//5z/j1r3+NK6+8UlT6Pfvss4UIefjhh3v8e1lnhC0IWCE43PDsnBFfhBGdBIfCuOjBmBPbqbuqRBKBKJaO/m6HCqHv6+2DpaMzSdGx+MPkufjiovvwmxCKj9z4IfiquCQgx3rnl10obywI2EUUpe2YtXnM0nrfetMnhu0K6BrPkRsXnLLnna0gfMxYBk6y7lYQ/uwrFiQQosPXwmAc8xFHHIFvvvmm/TmOkY9ZWK8ni0pnK44iunpqWc+x7dq1CxkZGQi34Dg9vggjo3qPhZpgSMdJsUNDNi6JRHKYiQ538XHj5LnC8nH5uBMQHUTxkREzGMvLyuEMoIHr0x3F2FY5hGeh38eyOzrOYZwuHcV1ffdZcSepc1WuMIkOtUqPVMPIoL8frzmmbvP6Y+o2LSHuwaiK68WbYFR/UGp0+NrIjumyL774Il577TVs2bIF11xzjTiWks1y6aWX4o477mjf/4wzzsCzzz6Ld955ByUlJfj666+F9YPPK+Lj1ltvxZIlS0TfI2a70BrC3zHeJJycFjcco/oQHAoTDRk4UQoPSQQj3SthSJn1ttOsryQb4nDzlDPxq5HH4p/fvovvqrbB6gxcTf3EqHhsqjShxda18FZ/WVq2Bw2WDEzJqoNT5X9750ZLR1fbulbfY16io50wBb67tM81OlKig1+UikKC8Q20HDCOQZl83VNyFeERiJTcniwQdK/4yrx581BZWYl77rlHlGBnJtgXX3zRHlzKrBP3sTE7ht87/ty3b59Iy6Xg+Mtf/tK+z969e4XAYC0R/p5Bpyxo5k0KbzAFx+jojrojNqcDq1r2Yaoxp/25H5rLMMWYDY2wiQCTDBlwwIlvTP67PyWSYCEDST0JWyUg906z/YEm4W3rNuGinKNw6/EX4PXNi/Hulu9htvdPKERro1DZpEV1S/DKg6+rKEeDORknFejgUPn+PlqVFjWtriyVaE08fij3Pd2xIYxBpFEa10YK4j1TOQMN3ScUHAzipODoTjz0lBETyMJk/ekwe91114mtp8DRzt+ve++9V2w9QStIJHFq3DCMcRMcLLz3QcMWITzcRccOczUqbCacGT9CpNOSIw2Z4jP6tikwblCJRBIcBqR7RYErP67MuNqjqTw9Phl/nHoOPrvwHvxqzEzoNf5pKq6g1EhBSb33aaf+UlxXgw+2OqCC76vLVENqu9vH7kj1uXJrXnwSLI7wFV+LbXOt6NSxiNF5poMGElbBZc0KWhh6Ehy9xYIowaj8t3swaufy7N4gm711T5omxsOlogiOkh7K8283V+OThm3CwqEwzpCOBHX4MtwkkkhyrzztQ9sEWoEfeOAB0Q+N+48fP15YUvtzzIgUHf66V7iioZ963bp1ouAS6wy4u3DSjAn409Rz8dm8e3Hx6Bk+iQ/O26nGXKyr8K5RWiA42GzCmxsb4HRk+fQ6g85V5Eaj0mN9he81QHITO3LXw5m5MtgwKeiCg9aFMWPG+O0eCVRhMrpXZLO3rlTam7CgYYsQG9z47+I++gFtNVdhYcN2cUO2OO14r34z6h3hr+cjcGgC6ojXqFTQhqN9dU84VUA3lZAl3RPqzBWlbQItnbTwUkQwLf7gwe4LntAN+/zzz+PJJ58UbRtY04cxXqwk7u8xIy5l1l9LB2/mLF7E4LfJkyeLaoo9MSgmAbcfcx4WzrsHc3MnQavq+8/NTxiKZWW7EWpYUp21PKw272t5qNpMy9GabDTbfL/ZJuhVERFEmp9wUlCOz+ZmrIbL8vv9ERw9peS6W0E6p+T2ZAWRlo6e2WWpxYKGrWLjv73hF3MlPm3Yhv/Vb8Zea/g6JXtg1wJl44CDQwMiPCg4fpc5Er/PGiX+HRGCY/9IYP8o178lEcejbm0TuDBn2wRaetk2oTtef/11UTiQFYtZnZiB6vz3I4884vcxI87S4U9MB1etNOfQL85UQU4m3jA4JhHXjz8FDw47HReMmAZdD7Ug8hPYpn4XwgVrefxn/W40tnqXUttsaxY3tS1V/sVlmFvqEG7RYdCkQacO/CTc0tIiBAebrPEL4mu2SCAKk/E9KTjcBUhDQ4NfgaSHC7ssNWLzBQqPyBEcGmDvGMAcA9RnAJX9y6xhzMpvM0ZgXEwyRhmTcE1mmIWHEBwjgKZkoDlJCo8Qu1caGho8Ns6JgWibwOPQZeIOWzSwQaW/xxzwMR1sGsc/jieCFo7OJ8irLqAqPW6bcjY+PPcOnDfiGGjdxEdWXCa+3e17tdFg8PbmYlR4UcujuqVaFNQ62OxfQzmHPnymaFYhjdYCWTHTAn5sujAoOFhUi23ngyk4eitMxmvUPSWXrpcvv/wSmzdvDtl4JCGmNc4lOBTqMoCDBf4LjswRGB+b0v5coSEeg9vcqiGH4qKcgqNjPGiJByyyl0moioPl5OSIxbaysdifL20TmPnWHXST0JLB+kVcKDHFnlWM2R7B32MO6JRZ/uF0qTDIJT8/3+dJhD533vx501+2bJlICbyqcCYuGz0Lr276Dt/v3YG15TWwutW8CDcf7yjGrNxcDEspg0rl6LYSKTNXKpv8CwRNiTbA7GgJq5WD7qEk1UTx+QRKGNB9QUXOSp3Dhg0LqeDoDiXNltf6b3/7W3EdureWlxxixNQBGVtdk3Ob+xN1bS7gQd6n9PKVV2WOwAQ3wWF22vHvvZuw39KMkMNJj3+TyU1wqO1A1iYgKgzjOUwpKytDfHx8ry1G/OGJJ54QrpMRI0aIeybnWrpRfHWdDPiUWU5GLMlcWloqglbYJtxXlLoLtJDMmDFDWEyY9bJ9+3ZhUjo9ZThOnDAGr+5chze3rIY9ghKiF5eWosGcgSOzaG72tErE6+NhtmmxutalRH1leApvHnsRTtGhsaVg5cpV4otDIUjLBN0h/sZe0O1GwZGVlSW+NOEWHAq8/ugjpXBeunSpbCXvRktFPXa9shg2Uys0Bj2GXjETxizP0v5OhxONuypgqTFxBYMdixZBd/pIRA9OQN2mMux5vyOC3trQAl2CAePuObffY7vhhu/x8celKC014eefz8GECd2XZH/55a3429/WweFw4vjjs/DMM9Ohy6BVoMgv4aEIjokUHGYLsHs/zC2tePKbhSieMgwY5Hl+xDL4q5+AnWVUuYAxCjhjBpCcANQ2AP9bBDicDIgD0hKB02cAhqh+C44HX3kdL7+10r/zowuMkb20uB53Xb8YdTWtiI3X46EnZqJwhOf5YVbf+jUVqNjXJP69ZO9PuPqekdDpNfj+uzI89mDH9VNT1YLUQQa8u6j/108w6nTEx8d7iI5AtU3g/ffDDz8UcXCs28NYydtvv13Ed/h7zAHnXuHKkNkp+/fvF6k5vgoO926j/KmsODmpsb/EtGnTxHFponLU1OMcfRpeGHMCzs0bDW2Im4D1xtoD5fi2OBZqeF5oGpUGDWb/zZqpvDGFOXNldPqZmDVrlsg+4ufESZkVMjds2CA+d6U/ijewTTxdKtnZ2REnOG644QYRi7Ro0aIBJThY0ZQpxsqNjnFUn3/+eUDfo+T1ZRg0YwQm/GUeMk8ej13/WdJln4at+2BtaEbyEQVIObIAsYXp2LNglfhd4pgcjLv33PYtJjcVqZyYA8B55xVg+fK5yM3tOduopKQBf/7zaixbNhc7d16IiopmvPDCFiCuCkjf5pnsSOFRmd/re/Kq/b+MIkyKbZvAS8thSYrDkykW7ByaBnzU9fxgWylQdgC4+jzgmvOA/CzgG9f5QVwMcMVc4Opzgd+fD8TGAIvXeH8SOPwDRYDJTVDQ8pq5GTNPjvH//ASIB25dhvN+PQKf/jgPv7luPO7+Q9fz8/XHxairbsXs0/Mx58yhUKlVeOPFTeJ3047LwXvfntu+jRybitPOHTagU2b1frRNUKBLmIs2zr/vv/8+zjzzzH4fM6KyV3pyr9Anz/obdIfwD/K1zba74OC/lUJOncfE1MXk5GQxuXEyOGbUWNw4dBKeGTETpw4u8CrbJRTsrK3Gh1udUDs7vvhmuxPrD/ofgxKl6V812P4Sr9ci1TBGXAdU2Qz2pCWKFzazO2hGpFVg1apVIj2aVoyeeoYwoIoWjtzc3IgSHLwGb7nlFiGkKDj4ZR5IUMD97W9/E+eWgu74448XN6FAxaTQKtG0uxJpR7tu8slH5AtrRmtF1xgl9iTk588rwN5qhT6pa/Cxpa4J9Vv2IW1qYCaNGTMykJ3de3rze++VYO7cXKSnu5r4XX31KLz9dlvDvHgKj+2eU0ZtFlCZ16vgODKurV4JA5DrG/FU617sZJHCkflAvQmo6SaGy+YQ+4slMa0j8W3nR6sBdG0GbVo6rNZ244vXgqMxzVNwZG0GjA39Pz/9pLqyBZvXV+L081yf94mn5+PAPhP2lHien+KdtRiUEQO12pXvd9S0THzyvx1djnfwQBNWLN/XfryB3PDtZh/bJqxYsULEcBQXF4sQhJNPPlncv2677Tavjxnx7pWeLB01NTUiN5hNp+hf8tXUrrhTlAmqt9fTNMQbKCeqIUOGiC8Ff461jsUJ1dVYX7oLz/+yEouqy8LudjnQ1Ig3N1lw0ehMQL0f1S2afnWHbbWHL9pfrQKy42h69oTnX1lV8zOhqY8BTNz4ZaDaVtwwFIv8bOkuY844zYAUHZECv7A0T7LADquFRtLYvIVl091hCXVaP7ggGD16dL+Pb64xQZdghEqjbv/89cmx4nm6ThTiR2RBX2tE1Y87xL6mnRXI+b8pXY5X+f12JI3NgS7eBwvggWFAQ++F6f56eTqyW7KB7V2D16emFmL2EC2w3bUgmJpixjUnHAVs72Xiqs0GVCwIVOrx9OXpwzsEB7HYoDcacPMQtwyYm7OBrEEuC4bC8OnApBOByjrAqQaOPxcoynW5WgjvXVt3MwUBmHsJMDQHaDvn5NPqPWLrem6GewoOcSw1sHdscM9P8h4gte/qygf2m5A22AittuP6yciKRfleE4bkd1w/dLfwOf7UaFRY+lUp9pd1tI9Q+Oid7Tj2hBykpA38wNh5PrZN4L2WtTp4n+VinOmyTKNlU0xvjzkgYzq4ut26dasQG4zS9RX3vhndWTfc92OdD66gWb+hs+uG6Y+0fHA78aipWFdajEdWfINP9m4Lq/hoFLU8KvCb8UPxc6X/Vo4YnR4NXtZBCFYl0qEJfZc9p6mPq21u/FwpSClAqLJpBaMFjFYOBhdH0qTO64/N1RYsWIDvvvuu3S86kOH5/9///idWNr2ZUxkn5Z7Gx8+nv7Tsq4HNmYjUowuh0mgQu2uwcMsUXnW8x3f64PJtyLvoGAwIGlO7iI4j4rqPieiT5hagxQyMK+RqDthXIdwyws1CeB+klYT3LrphqmqBwW7xGT3h7lIZwMw+LR8Hv4vB4i9LhejIyo2Hpk2ouF8/C97ehtv/EvjrJxAN25xBbpswc+ZMURSsP8ccENkriujgTZpig1kqNK9zFRsswcHf8+RyAjvqqKP6dN3wWJPyC/FmfiFKaqvw1+Wf491t60Q/iHBwfF42ShtqYLL61sLeneHJvOH4F4AaCBKitIjT91zUrTsUNww3ftZsYsZrhkGoVOcUI7SA8Pf+dHENFBzbQw89hLffflsIDsYPDWQ2btwoRAZXQjyvFFJ0hfUEU/juv/9+r44dlRwLa30znHaHsGDw3NG9wufdqfm5BPpZY6Cmq4CZV0fkY/3XKzz2adhWDqfNjsQx2QglcbE61Dd0xB41NloRG+tF5+Zu3JstDjvi3CwQ0GsBq61tymm7ni02QN/p+NX1QJzRJThISiKwoxtLAb8T/B0FiTeig9kpdnV4zo8XpGfGorKiGTabQ1g7eP2U7zMho5PLh06V0ePTxEaqV69DYVGSxz6rfyiH2WzHtOOyDxnREamE3b3CVREDB/mTNzd/CidRSChbb4KDsRtsa8739afWR35SKl4849e469hT8c8Vi/DGppWioFcoOCY7E2lGO8oaPVdH/pAea0BTGEM6smL7Z5WgYGT2ESc/Rlnz2mHENU1/tGDRiubuhlEqhQYb3vT+/ve/4+WXX8a3334raoQMdBjky4BuurHee+89XHbZZSJGpSfhQT8xfb/ulo6erJZ0gxiHpKLypx0YNK0INWtKRKyGu2uFUIRY6pphzHaKIMD6rfu7ZLhULt+KtGOGQ+VrEHhsNaDrXcB/tfZ7TDltElJTumYNDBrVjH/+8SeMmTkNSUl6/OfptZg0KRVIabsHObRALQW22z1Ja3al1XbiqX2bcWP2GBjUbbdlrRYWvRZfr/4JtrxMl5ViczGQqQfcvQOlJcD+KmDWES6Xyi/FQEU1kKEHmlqAaKaK8TvgBNZuBVotwKCO78SOlh7q/DB2g4XO+De4x3Qk7XW5hwJxfrrD4F3dIbpBRo5Lxafv7cBZFxbh609LMKooC/k5g2FHx2dqsbA4nx16vQbmVjvmv7YFV1w7vv33WmsMvnxvD86cNxwad9EnGdiig0LAPRCQEwOhf5jWhqOPPrr9OV8DRpUy070JDpqFGSvC96JLpT8TUV5iCp6eMw+3TjkB//yJ4mOV6BcRDMampaEoNQrFdXvRjRvSL4w6Z1hFx9iUE/1+LYUFV9+c0Bn3Q2jtoPjgxmuhtrZW7EdLCIVmSkqKECDcfBWavlyLjz/+OJ566ikR0T12rKffe6DCOJrCwkLxb1ohGdjLnH72aegOfha+1A4ouPRYkTK7/7N10ETrMPSKWeL5Xa8uQdKEXCRPyEPK0cOgqdGhek2x+H6bdh5A/iXT249ha7agZu1ujLv/PN//wNga19YNv/vdUixcWIYDB5rx+YofEBenExkYV165RARHzp2bh4wUYObZNhw15wnxmlmzMnHnxccCujJXddJ9Y7oKjuyNgK5rYb7SVhOe2OsSHtFthQv1BTnIWbYHz7/+KOw6DXDmLKCmDPh4iStuoygPSFYBP20H/rLUJTpiDcDpx7r2Y2bLt22ZLLz/ZqQCc6a6ftcX0SaX8ODfwF4y4hhqwBwLZG7B765e0r/zEwDu+eexuPuGxXjpiXXIyUjFSw/diOQaA2577HlMmpmE407OQ5PJig2f726fg047txCz5mS0C4748lEYH9uKIy9sQjCQre09UTl7SgkIMLz5u78VgzgpAuiLVwqSBCtglCtjWjgYG8AbaKBN7yV1VQEXH/mJCZicmYQdtYHvA3NWURpqWisRDnjm75v2T2iV1ZwPsLEQBQdFozfBS7w2KDYpQOh+4WqdLgLFTUMBGohrge/D7ot0LbDiKK1ohyrMYGGw9auvvurV/rR0MC39yCcvh9bQ1mzHR3J0Cbg4sUPEvVa7DgdsJvjLj/+H4MNJmlYCVihV0FqA7A2A3tOyorrP86X50XH4g5vwIOtN1Xh+/1aPrrrBxOk+ppY4T+FBYqqBzK0eFo9gsqmPnmIaWxRSa8ZBY3cJXrvGjKrkDbBrzdCbE5Ba03H9VKaug1VngtZqFM+rHS53j03bIl7j0Fh7fB9TowVTC18V95K+6mUo1/6l71wOvdG/a1/B0mzBfy/07n0jnZC7V5QOsbt2uXqcUHT4Izi8cacQxfdPYROslMX8xFQ8c/KF+OPRs/stPtKMRpyQl47i+lLsqPWvvHlvsFNlndm33haBJCk6zi/BQZHKOh60IHhbs0VJi+bGYFMKX8UNo0RvK24YWkP8sX7xWmQaGTM7WMPiUBIcdJWccsopQmSwDspbb70lAtAorCSBERzdUdLaiCf2bvIQHiyFzoJhL4ZQeLRjaHRVHnUXHiyFzoJhGaETHr3hUNvgUFvbRQd/UoRQRHSH1mrwEBzErrbAyTgWSVAJmQOLEwAtE1ypssIob87MEvG1vb1i4eDWV4YK68jT9z9x4sSQ1EhQxMf6K+/ApWOnQONDnY8YrRbnjxyK4Sk2bK8thi1IJdkLk1PhcIbvi5Ub73tgJQOMmdrMQlX+VKV1dxXQJcPjMFqbAoZCg9cIJ1Na3phBxaBJb+A1xpx1ppB98sknOOaYAZI54YNlifn8jOs44YQThGuFguPEE/13jx3yOJhSOtpTcGgoODZ6JTjchQdLnrP0uQIrlF6ZWeR1mY2gCA/3SZkVSll1NfyaQ4iFquSNsOo6XCQu4TG2XYgoaG0GpHQSHGZ9PWqSNsPZTcuJgVinI5IJmaWDN3IWGSK8OdPv62vTN28DRpXqllydUdyEupU4xcezJ1+I246ejX/8tAhv9mL50KiAWRmDYEYddtUFv8NtdlwsLM7wuFZIZuwQn/ZnZVJaqlgGn9aIQMHrh0Gm3JhhwoJ0tIDQorJt2zZxzShuGJozO19rFBxc+f/pT3/Cxx9/LAqbHWowIFbiIy0JQGu8p+DIoeDwvc9RsRAem3FD9mhEqVwWhrExyciKisFec3DiD/oWHozxGO1m8Uh2NbiLDsN4ehAeqdVjobO57vkaezQSG1wxSQqJ9cOgYmxKGxZ9g0twqIMTlyezV8IkOhhTwRs5iwopZmxvRYeoRNhm4SC9CQ6KG0bbMyiVgoOr23DRl/iYU0DXUgMONvfhsAwgCdEqVIavzxsyY723OO3du1dYIViExp80am/htcRrk1teXp6oAaIUJWPhMV5vSiCq4oZhzYqbbrpJlAo+7rjjgjY2yQAjptZVhZSFtdotHP5/4Xa1NODJvZtxffZo0XWWGS5hERwKhgZRAh37R7u6zlKERIDgUHCqbahK8RQe7gKj82OLrhHVQRQckjCKjkmTJnURC950mu0cMMrX9yQ4GLhDwcGJgdkN/jYOC5b4+OMUio+vUVK3DylGW0DSX33FiTAqDqbrxngnOujmYLM/usbYLyeU0O1HNww3WtWUJoGMQ2JZYMUNw+BRtoSWSDyI5yLCAUQ1AVH9/77tbBMebMuwrTnwcV4+Y2wTHpy8jREwnm6ER3XKRqRUj4PO1nMJBiE4kjcFPY5DZq+ESXTQ4tDZqtGXpcOXgFH6n+lSYcAgV6uR0n/DnYKkVDx3ykUoa6jEfzZ8gb2NB+HqJhE6GszVCBcphjREa/tOWWXMDwt+Uagy+jucKE0ClUaBrCnz0UcficBk9h6gJeYf//hHWMcoiUDYdyWAiN4rkQSFRwTDwNLq5I0idqM74cHslVAIDiLdKxFSHKyv9va+lDRXJim6bnytAx8OcuLTcM/0X+NXo0/AS+s/x/K9ro6HwSY3PgkWR/jKn2d6YeVgZhM/T9aEiLTUMAZRMmiUPQnYh4AWkECU+ZZIJIGHqa8UHgwm1boJDwoOxn6EKlNFWjrCmL3SmZ4sHZ1b0vdW0px9OJRJaiAIDneGJmXi4Vn/h+dPvhFHZQS/XHZuom/degNNRi/xHBSPdF9EquBghdFf//rXeO6553DBBReI52iF8adHkEQiCZ3woMCwaZvFY2a3VIXIwiGJQEtH55gOXwJGGexHUzdrL0yZMiVolSZDwajUXDx6wjX4+cBOvLB+ITZVBr4gGEmO1qGmayHEkJEZm92r4GBNlSOPPFLU1Ygk2Or5oosuwr///W/86le/ikjX3aFMmbUef69cHu5hSAaw8DiYtjZs7y/dKxHqXvElYJTpjQwYNRgMommbr+XTI5WJ6YV4ZvAN+Gn/Fry47jPsqN0X0OM77P5XcQwEGd24V5R6KmyVTMER6vTmvvjxxx9x/vnn45///CeuuOIKKTgkEolPSPdKhFk6aLFwj9/gTb23rBP21WD6LTMLGNh3qE0C/HumZo1CtjMeC9Z9hx+tpdjbFJjgz2ZbHcJFvD4BsXpP9w4/d9bEYGYIBYc/zf6CCYthnXvuuaLa6O9+97tD7lqTSCSSQ7rhW3eio6Wlxav4DaUyJdvSU2wcqr50TsTslMrtkmNOw7WJifh69xq8suELlJv8L1/O8uoWuPyakRDPwb+T8Tjsi0PBQatVJMG02LPOOgt//vOfcd1110nBIZFI/EK6VyLI0kGRwYZcdJdwldtbhgp9/qyNwEJRgaxMGUnw72QKpuJqYEMycnLBUTghdyIW7lqB1zZ+jaqeWlH3wtBEFtcKn+jIjMn2+DspHmm14t8ZafE4LNU/d+5cUZODbdql4JBIJH4TiDLmThwyhEV0KAGjFA+sr0G/OSdY9tVgBoq7mZ1WEPbdYGoi4zciLcgwUNDSw7+TaZj8Ozu7GnQaLc4aPg2nFByFBdu/xxubv0G9D5UJ02KiUG9B2INIlb+TJeojUXBQDJ1xxhm4/vrrcfvtt0vBEQGwEudJcUORojGiwmbCIlNxuIcUcefn4sFDkRFlxJ5WE+YflOdHErmE3L3iXvCLJnWmRzKug359ChBaNBhMSAHCgkwMMuRrw13SPJgwg4dxKjwPff2dUVo9Lhx1HOYOm4p3tyzFO1u+Q5O170ZSUVobEEbRQfcKP3MWcKN1i587++9EErQyUXBceeWVuPfee6XgCCC1zYDGj9UaP4ELkotQpE0Vj1N18bBGabCgdoffY2kIYwZXn23kfX4x/c5FgMl1foB4vBOvAQbvcJ28Q+QcJUTIrULtx3mR7pUwWjp6ChjlJMsusNyUvhdMn2TBL8Z9ZGdni54qLE99qE0ETPll/AAzcLjy9zYTx6iLxuXjTsI5RdPw1i/f4r2ty2C2W3vcv9UWviJWBq0R8boEkeLMz5GCI9IEJMXu6aefjosvvhgPPfTQIXedDUT4CZyfPAKjDMqE6mKCcTAcTuCjOv+FxyGBEBwj3ARHGw1t9Yr6KTwkgUFmr4RJdFBAUGzQfUIh0dNNncKCG83vLGdOtwstIKtXrxbP8/W0grAw00CfGBhEy4Zi/BvHjBnjV6+Y+KgYXD3xDJw/YiZe37QIH+/4AVaHZ+GbGJ0eDZbasKbKKjVVKDj4OUYSDNql4GDgKFNjI6Vnz+EMv9nnJRdhdCfBoTApZrBoIfBx3U4clnASOuBu4UBX4aFyAoN2SuEhOTxFB7tyMhOAq3kG6fEGP2TIkC7CYc+ePaLR16hRo5Ceni6e409aSJjpQAFCywCFC8UHt8TExAE3UVBUUXBQRBUVFfVbQKUY4nHjUefgwpGz8OrGr/BFcUdH2+HJDLwtR7jQNOtgVVtFL5VIExy0qJ122mk4+eSTRfGvgXYdHYrwm3BuchHGGNJ63e+ImHQhPD6p24XDUnA09n5+UM/7J4XHLik8woh0r3gSsjvsn/70J1Hi+pJLLsGiRYswbtw4zJgxA4888ogQGWazGe+88057oy9FcChQZKSlpYn+KjNnzhQ/aTlhpsHSpUtFACDdMnwu0qF4ouWGoisQgsOd9Nhk3D71Qvz3jD+JjBfXc+FNR413JkSk4GCW0Kmnnipa0z/zzDNScEQI5yQNx9g+BIfCkTEZOC1xKA4vwTG8b8GhUJ8BVB5G5yeC3Sv93Q4VQtp7JTMzE9dee60QHfv37xcFl77//nthcmfdjT/+8Y8iO6WvzqKcHJj5QmsIhcv48ePFcxQeS5YsEcGKtIj01sE2XFRUVIhqqqw1wo64wXIRDYkfhPuOvRT/Oe2PKEgMb08aWjroXmHKM2M6IgFeH7RwsIT+iy++KEStJDIExzjjoPbHNqcDSxvLPPbhY4fbXXhyTAZOSSjAIQ//5AoKjo7zA5UDSPY8P+IxXSsKdRnAwcPg/ES4paO/26FCWFJmOdHSavHb3/5WrDRPOukkIRoYSMp/FxQU4MwzzxQuGFo0eluB8lhK63FaDZhay4mdmQiMIUhNTRUuGP4Md7n0vXv3inExfoNjCgWFSZkoTLoAk+sm4fOSj7DftBehRKfW4YSjT0R1VbWwLLACqZIezWuAmUqhjs2hRYxZKmPHjsWrr74qBUeEcHbSMIx3Exx0D75dvUUIjxlxHcUAt7RUo9xqwgXJI6Bq8xscHZspXC1f1Jfg0BUcw4CGToIjc4vrZ41bscTYaiDK5AoyVfwqdZkuIZJ2iJ4fyYAh7E1LGI9x6aWX4tZbbxWigHUqPv30U7z//vs4/vjjhXVEESAsDNaXAKGVhNuwYcNgMpmEAKHLhrUhaB1RJrtQmvqZtcMxMF6Fbgb+zaGmILEQ10y4CRsqf8bXuxeizlwbsiDS2JhYseXm5gohyPRobjwnTJtVPhOel2ALEBYk4/VUWFiIN954I+xCVOJisC7Gw6WiCI6d5lrk6btaPn9pqcZ7NdtEsKkiPBjjscK0H7X2CMv3DASWGE+XiiI4YmqB5m4sw3FsnbDNlU6rCA/GeCTuB3SH4PmJYGT2iidhv+PSncIiTAoUDOzkyY2i4bPPPhMChBYRigYlCJUFtPoSIFxRc+MEw2PRpM6Jn26Y5OTk9kDUYKZvUnBs3bpVTLLhLm6mVqkxYdARGJ0yFj/uX4bFZYtgtreGtPy5e3o03V/V1dXi3LBOCaH44GfCzyfQFggKWgoOClnGD0Va2u7hTIW1Ce/UbMGFySPFY/57Rx/CeFNLFVQ1KiE8LE47Xq/aHDmCw6EBVPbABXBGNQEZW4By1/kR/6bg6I24KsCpcgWdspV71ubACQ4elxOhOkJmQ46HuLuVIgQZSBphoqM3OEFfcMEFYmOp9C+//FIIkHPOOUf8jiZyCpCpU6f2OUFxf2503fBYFCCMK6Eg4AqbWSSc8AJZIZOTKuNLKHgoOCKlv4hOo8eMnBNwRPoUfLfnK6wo/x6OtkyXQJPRQzt74p6BxABgigJ+LnTBMLCYLjF+JvzZX4HAbKGzzz5biBleQ5FWmEwCbG+txfyare3/9oaNLZVQ1QD1djP2WMJXi8YDuxb68rFwRDfAlhLAzJHYWiBja8e/vSG+0vVTawYMATo/ThV0FSOhcqpgSf8l/BO9U4XYKooxFUypETAeycAVHe6wLDgnDW4MRmQw6gcffICLLrpIuEooQPi7adOm9ek64bFYA4Qbj8WJjm4YTnbx8fHttUD6IxJY5Iyrd06mFByRuKqO0cXi9KHn4OjMY/FVyafYXL0h4O+R2cnS0RO0WimxOQyypVCjBUSxTFEYKlYQXz8XVkA977zzxOe+YMGCiCm9/re//Q133HEH/vCHP+Dxxx8P93Aigm2tvjc13NDSNrFGAnYN9AfGQG2JERuxpQYwpTfWj6aPivAImOAYAU0zezkBuopRsA4O40RPwVE9ArpW13hiq0ZFnPCQ7pUBKjrc4aTBYk7cOLl/9913YvV6xRVXCOuCUuhp1qxZfU72PBZTV7lxda2UY2f5dVpGFAHCgEdv4XFYg4Or6YkTJ0Z8oGKqIQ0Xj7oCu+uL8UXJxyhrLA2YO2ewMcPn17m7xmiZojB0/1yUMvkUIdyntzgQFmCjpYz7fPzxxz59jsFk1apVeP7550XquOTQQW2Jg9rccY1pG3j9O2FLPQT6obQLjo6Gm+rWeKisBjj1YWgm6VQhhoKjpWM8WnM8NFYD7OEYTw9I98ohIDrcoVWDGS/cnn76aSxfvlwUImNqLt0oTItkHMjs2bP7XOFSJLDkOjelH4wSiMrVtSJAKEZ6muj4nhQcXJkzpXcg1X7ISyjA78b/AZuq1uHL3Z+i1o9VpzuDjOnQqvt/ifFzY0o1N6VMPj8b1n3h50/xwY1WEvfzTbFCSxh/0jUXKc0CacVhzBJTdVlyXXLo4DDUwTJ4K/QVHZkj2oZM8XNACw8noDvoKTicajss6ZvCJDggBIfeTXA4VXY0pm2KKMEhOQRFhzvMRKB1gxurS7J77XvvvSdalDNrgVUnGUhIgdK5i2tnOJkx4JAbG7JxoqMAYclsihNFgNAdowgQputScPA1zJ4ZiGXaOeaxaRMxMmUsVpQvx3d7vkaLrblfnWUDCT+XjIwMsdF1pVSpZewMHzP+g+4U1kC57rrrxOf+1Vdfic8pUqAgphimED7cRYflYD0OvLEY9qZWqA16pP9qJqIyXKZy92Ds1pIK2OpMvECx/8tFsMwZCX1aAqzVjSh54B1EZXa8JuM3J0Kf5t/nvWtnPa6+cjGqq1oRn6DHsy/OxMhRnuNxOJz4850r8M1XZbDZHJgyNR2PPTkder3LovnY899iw9JvcM7Uk5GUFI1pMzIQReGhAmwp/guPG274Hh9/XIrSUhN+/vkcTJjQfQn0+fN34e6HvhPjPP74LDzzzHTodOr+C46mFDQ0WLBsyX40mFrxwcqFuPPhYT6fnyceXY+339gu9hs2PBFPvzATiYlRfgmOxgYLflzmGs/7KxbiDw8MQ9HIruP56z0rsPibMthtDhw5JR1/ebRjPM88vg7vvb0dep0GUdEa3P/3YzDhiMCVNJDuFU8GzjLcR+jSmD59uvCV01LBiYculHvuuUfEcnClSYsIAwy9ETOskMoiZBQ0jDng6pkCg5YVxoJw1c0qozw2fz8QBYc7tFBMy5qFW468C9OzZkGj8t1FlBnjXTyHv9CqQZGhFIljOjKtIn/9618xdOhQLFu2TFg66O6KFJg1w+vm4YcfxkCDMSi8rm+88caAHbNi/jIkTBuB/D/PQ/IJ43HgzSVd9mnZvg+2xmbETigQm2FoOqo+WdX+e3W0Drl/Ord981dwkD9cuwyX/2YE1m6ahxtvGY9rruo6nv/+ZyvW/1yFpT+dg1XrL4BarcKzT20Sv/t20V68+d9tePz1UTjjWhuSU6KwdrUrpkJbnwltdb7fYzvvvAIsXz4Xubk9W+waGi341yMbsGzZXOzceSEqKprxwgtb+ik4iqBpcgmcH5aXo3B4HM692YJzL0vz+/x8veRMrFx3ASZMTMWD967yaTwxNUXQt7jGs+KHcuQPi8Oc6y047ZI03PL7ruN55/Wt2LS+Cp8tOQffrrwAKrUKrzznGs/mDVV4/aVf8Mk3Z+OL5efisqtG489//N7fsxVRxcGefvppMR/xnsgiiCtXrux1f86VrHVFqz6tyjfddJNHMUeGLrCVCRd03If32AcffFAsCnzhkBUdnScnnnQ282JxLpZNHzlypLiJ8kOZN28e3nrrLdTV1fV5ApWMCxaWYjn2ESNGCOHC4/KGzBgCpoEOhHLs3mDQGXFKwZm48YjbMTbVVVY9EJkrgUap0cIvBN0sjAXhl4axPvzyRQKsyMqg0TfffDNiglnDGYNia2yBeU8l4o8cJh7HTsiHrdYES2V91535dWJrWf4wW6FNDHxsTuXBFqxbW4l5F7vGc+bZ+di314RduzzHs2ljNWYdnyVWyrzuTpyTg/lv7Wj/3dHHpCMuTg9HbBV0ecXYsb0j00RbnwVtdZ5f45sxIwPZ2b27CEuKG3Hi7CykpxvF2K6+ehTefntnPwWHqz5IS4sN5eWNyDl2LxyGhn6fH3LiyUPaf+e14Gh2jae1xYYDBxqRdvRe2KIacOrcfJTvM2F3sed4tmyqxvRZHeM5bnYOPnjH9Z58bLU50Nzs6tDdUG9GRmbMgC+DPn/+fNx888249957xSKHC+Y5c+YIq3B3cP5j6Qruv2XLFrz88sviGHfeeWf7Pn//+9/x7LPP4qmnnhL78PE//vEPPPnkk4eve8VbAcIVMbe//OUvomgYXTB0x9DszT4cDEKl+Zvplb1ZLHgsigy6VVi4jIKELhia+ilelGwL1hcZSLEd3ZFsSMVp2WfDUBGLUsNOVFh6byDHgk0ZMS5fdqigEr/mmmvE+acFitap+++/32clHizWrFkjvvS89tzHTBHMLzItMpEYdBysGBQKDE2CESqN67vB75o2KVY8T9eJgmF4FrRNRjSs2gFo1GjdVYHUS6a0/54ipPRfC2hHR+zYPCTPmQiVl9833cFh0JhcbQIMVa144dYCxO7p6FXyzI3ZSC4fhGhVx0T0h5PHYNvWOqi3DoFWq8Kg6nzcfPpkRBcX4ddHTcL3rfvh3JSHaKMWTdsrYLfVwGy2IyrK9dlq67NFdoUtOTAB2+40mqzIyu4Ya15eHPbsMfl1LF3l8HbBQZqabEiIN8B4cChwMDDnR721Av+8qgiqLcPbz48taY/YOhNTM7xdcIjxNLvGk1gzFGgLP3vmpmxkVA5Ckq5jPDedMgY7t9UhdtcQaLQqDKnPxx/nTkZSWRGmJQKfPDYda1+qFO9foE7H7+7Og7GsY2psid+D1oSu44lkHn30UVx11VUiuYI899xzWLhwIV555RWPulgKP/zwg8j8vPjii8VjLsZpJV6xYoXHPgxP4Nyo7PP222/3aUHB4S463OFNjiXJuVHh0VrBlTFvrtdff70w2fMkMx2X4sFdgHAi27Vrlyhtzt4xSr8YChVaP1hzggKEdUAYE0I3AONAKEAicWLpC/49VMzj8iZibt7Z2FK9CV/s/gTVPaQrphhSEaUN3Wqekzc/M34BFi9e7NEwMFJcXSeccIJoUOgObwq8XtgQMVKvC19iUCic3N1ZFOT9xVxeA7s2EXFHFkKl0SB6+2Dsnr8MGZceD028EQUPXgJtnEHEhZS/+g1qv92A5NkTECwKhyfCZLLi84WlYlLNzIzB/rZrLCPTiNHjUvD112VQq4AhufHdXoN0VwRDdAQSxaUSjvPTHbo2l4qvFBQmoslkxdefu8aTnhGD8v2u9zM1WlBW2oi55xbCaNRi25YaLF+yFyed6p81KtjZKw2dvk+ML+xcc4hVn7nAYTq+Ahe9/P4yzrE7jjnmGFGhmffPyZMni5AEFub89a9/7bHPCy+8IOZJhhCwJAQXdxQ4vnBYiw53eNHTn0VzEj8snnQKEJqdbrnlFlGAjAKEG4UD0y85sbEGR+c0TB6L2Svc+OHwQlHSPTnpKAIkEvrBeAPdTj///LNwWbCUORmVOhZFyaOw8sAP+Lb0SzTbmjxekxETOtcKXVk0JdJiwPRpVjuNRJjeS4HrDq8dXk+dn4+0GBS6V7yBsSq0LnkDrRr2+mY47Q5h7aCQp5WDz7tj2lAC7XFjoNK6RFnc+Hw0f+Nagal1Gqh1rrotmphoxB9dhMbVO4HZPv6h4rPQornFJgIPGYfgbFvdx8R61v3hdDVxUprYSPGuBiQmddz4R45MEpvisuFx9XpPy4tTbUMwiIvVYd/Gju/i7t2NGDLEv6wtZqeo7OqwnJ9ux6OyQ+V0G49RK1w+7eNxAs2mbsajAsZNTBMbKS1uQEJb4CoFB8dGwUGGFiZi9U8VsNud0GhUERdImpPj1mMHEIvl++67z+M5Jj1wEcY5xh0+5iK4O2jh4OsYBym+hzYbrr76ag/3Ci0knMu4SOICie9BbwGtoL4Q+TNeGKBoYJAMs17Y+Za+eAoQFpbiipSpl6z/8cUXX/SZBePeD8a9HHtJSYlw7dAyolRDjbTW74TZH+yKy7H/f3t3Ahx1meZx/AmRJIAJg4BkYTJoOXgByuXBYQ2jLNaA1lqOEo7hUkDFWRTWchxAGaU82MGjXESO9aySGR3HckbFA3GBVXDAoUB0dYQClUUi6HLHpEPSW78X/qH/IZB00v/uf3e+n6ouSQydptPp/vX7PO/z1nzAZzfLtr4dL7Oep/exlduX2+odK+1w9HBcQ8ESETj0M9GWWK1weKEIietBWbZsWb17UBTYFQA9epKq+bjxaHUit6id7f9os7W+5Bw7uGGb69WILa1I8x+daof3lVpux6iGv1jpP76p3uGivpDslrkutFRVVNrBjdss98f1f0dc2ep7izY/0izXvI3ZZ7s22vKN39nPL/+xrVldYuu2bbXrOudYbESIVFRaeXmVe4HXbo7HX1hnw0d2scNHXkdtz55ya9Mm18rKK23xy5/YNT/r7/ue0VPKreL02p/8G+vMM/Nt2ewdNqXkDOvQoYUtWPA/Nnx4w462j3T41A06y6o68jLRosUp1vpHp9h/bfzQfnZ5x4TcP/P+sN56X3S6HW5zbJ5SVV4tPT0Kn+0+tfzd3SwreuT25LU4xfJbn2LvbfzQ+g/saOvWlNiHW7faL4py7IfY2xOptIpIlQsj2u3yHy+ss2uHd7EfWpt9l11iryzbbGcP7Ouu728f7LS12zbbtacde14/nFv77UnV72RBzE68RE1W1nOnGvDnz5/v+h+3bNnifvfVKKrmUXnppZdcP5reiOsgVr0uqKlcuzXHjh1b7++VFQ1LwTsNaHumtt0qEeqOVr1LDTrqAdEKiFYC4lnK19ZObxqqwogaIL0AEoYx3fr36oGl1RrNLqnL3rI9tuyrpbZh10c2rttN1qWNZhUEGzj0C6FfBv3SaJsyEufVV191U35jyz56d6PHuJZr69ODotChwH3WnHGW3eL4QX2Rb/dayQvaMlvudqEUjhrotr+WLFlpp3bv7Ho0ftLsVBt5qINVHih1b1vnvvuqlf/zuZbTrsAObNxm3y/96Mjb2aqotTy7o7X7l0vdCsiJrJt04tu7+Yu9dsvEFfZ/35dbfkFzm79ooHXtdpr9+uaVNuSqzjbkqjNs17elNnTw6+7dtd5l3/zrbnbjxPOrr6Nv7z+pvcSyotn26B2TbGA/nYZ7LHBE/mlTddCRgnr+qt900yp7443tVlJSam3b5ll+fnO3Q2XG1H/YxF8Mc/0b8ocPXnZbZmXgwI62YMFlcW+Z3X+0QpZVln80eBy5P/fti9gzL35gTy191Vqemt2o+0dhQGHkzum96nze3Hf07souzz8aPI7cnv37Ivb8n47cnhatsu3hJwbauV1Pszv/daUN+kVnVybZvavUiq963e1aiVZFbfzN3Wz0DUduj17+5ty3zt5+fZtrNG3Zqrnd++/97IIeMYfrxVBo6fqTZ125ua5t+N5j/8r/HGfNWzZuInVFacTenlC/76vyit4Mq1dRr00eBQOtWv/lL3857u9cdtlldumll7rNFh6VW3QSvF6b9PuuNw9a7VC51aNyq77uRCsotSF0xPmuX8lPS0p656cBVVr90Dh2LetrR4wXQFSqiSeAqCHVCyDeg9WbBZKKnQ4KVh9//LFbSlPAiseOg9vttNy2budLUPSw1c9CR9MrcOh2IrG0K0tbwU/Ug1KfklBdoaM+dMrs+Pbdqz9euGuDfVPRsObIukJHwlRlW87Obtas/EgQkGh2xCIdP/YFjnhCxwnplNn/PXb/2E82mOU1/P6JDR21BQ+pbPm9VXT4PGnjxr3QUVvwkIoW39vBtsHfnoaEjsGLExM63plYv+8rWq1Qb4a3s0Rv0DQyQrOLamskVV+iej60I8WjJtEbb7zRPQ/ozYXKwAoZataPLac+88wzrs+jviivxEErEbFNMwoEN910k0uDCiRKkCrD6Aen8ozCh0JIfSaTat+zSgO6eGO/FUD0w9SDzDsYra5yTiLoeytw6HZrCFe8Op1a+3J6orh3J3PmuE7s9957j8ARkHTsQQmFOAJHOojmHXCTR2ODh5tMuuvcI2WiJJ9zUpl7wE0ejQ0eGoWugWGHkhA80sG0adPcykafPn1c+NAMDq2se7tZxowZ43rfvHlB2iyh1zYd2+GVV7SKrM97q5n6s95wK7yovKI+P/2dG264Ia7bRuhIAK1oqDdDP1BdlEZfe+01F0D0w1ZpwgsgKsfUFUBix35rqcwLIHogqJ/ECyBBjPXWaouaXfWiUrMRKQwUOHSfavbG8uXLefFDuFQ1s5ySrscHjhollYwIHocUPM45Gjws5cHDjUT//pyjwcNCIxUTSYuLi93rhoZhlpSUuJEO6kH0ntN1kGbs69DMmTPd65j+u2PHDlfi90KGR6smCiKTJ092rxNaAdebbn2PeFBeCZiWprT1SAHkzTffdDtWdBaMauVKofHM7/DOHVEA0QAyrY4ofOiBdLLzYOpLD06d6KoXcl1v2OihqrChoW5qHNXOIYRbUyuvNCtt40LHcYEjJ7a10dKqvBIrq6zA/fuqSy1ZVVbecaNFc/2714Isr8TSAW+n7u5aHTyiWVV24PSNVplzKDTllUGLElNeeXdS/csrYcZKRxKWqJU6ddFhcEqb6gHRqocePEqT+rOaeOpqyos9d0RbmhQ8FEC0nVG7abwAEnseTH3t3LnTTZnTxEkFozAGDs1PUYe1whuBA2FU1XKPVbT/wg3Wqk/gSDfRvP1W0eFTa/6tXuizLFL4aeCB42Q0ifRg+09d8NDyhna4BBU4kBiEjiRSP8a1117rLurb0FZEBRAFEu1WUQDRCogmw9U1v0P/XwFDF+0oUADRkpdmKnij2nVRH0pdAUTLaTo/RqUf1evDGDiee+45t4z3+uuvu5kpQFhV5u9y77ijOYcyKnB4NAJdwUOnaFS1SP12Ui94WLSZHT7BdttUo55wDKEjRdS3oZChi/o2tPtFJRg1/+hF9qqrrnIrIDrfRasYJxMbMmJPXlUzqAKH6nMKJzWPfhdNVFWzqmp+6ksJG90X2huu3RIayKYpsUDY6dyVTKbgESYKHmGVyImkmYDQEQIKFTqMRxcNZ9HpqDoBV1uTtJVWAUSNqJdffnmd22e9k1d10RZe7apRANEgMq2IeAFEAUMrHBrlrrNAND01jIFD94M6sRXIdC4OAKQTQodfoKeQxXu0Lo6UTfTiqvCh6XN6d6+AoFHsOkFVu2O0NVf9IfXdVaMtpRr+ou1QCjga5KLZFlrh0M9HfSdhHU6lfeUaxa1ABgBIb4GtdHhH6+p0OwUObXPUC4d6B8K4MyKMVDZRWNDl0UcfdaFNU+a0bUknCA4ePNiVYDQlta7ts7Hnweh6tWVKP4dvvvnGnTOjlRF9rP+GYRy7ejc0/0TT7rTSg6bry8g+m7Xj/VTfjPBquc/sbO6fsErFltkmudIRe7SuhkwpfKiRUgOdED+VTbTDZe7cuW6FYuXKlW4FQ/uotVqhZlRNkNOWqhPtgvZOxtUKirbrasCLmlYVCrXa8eWXX7rr1dAXlV7Ua5IK2g6rgTOadKfGWgBI9/JKYy+ZIpDQ4R2tq7Gq9T1aF/Wn+1Jja7V9VKUSnQGjvgytJimAXHfddfb888+7hlIvgOi/Gi6mxlEFjtiSilZJdG6MdoXo+GI1nOrrdGqrfo4KKbHHlQdJE0Z1nPLChQvt+uuvT8r3BACkcXmlIUfromFUNunevbu76Ihjla/UdLlo0SKbMmWK2+2hHTKrV692KyPqkdAo6xPRapSCiy7a1qsmVA0N0/Vq0I23S0aDyRJNIWfEiBFu8p2OWm7ssDMASDXKK37sXskgepFWsJgxY4ZNnz7dlVK0+0MrIgoPWh1RcNBEVA0Yq+tFXQ3AmrOvi1Y6dB26bN682a2UeAHkZCGmvrQCNmzYMFc+GjduXEoDh84j0PwUBWSFK63+6KwXHeIHAPFg90oSQoeaEdWsqGmZsfRxYWFhEN8SNehF+6c//anbDaNQ8P7777syjE7F1cwLTfTUNlxddMZLXS/yGl5W8zwYBRAFG12/Nw1Vf443MGii6i9/+UsXjtQ8muoVDvW16Phm3Uea/KoAp6ZdjYhPRMBqSrzyXlVZavqDarM/bCMdGjsGPQAnGoOeKgdCcmzNwQNHHsecHtJwgZ29Eu/RugjG3r177eDBg+7QOdGPWztW9E5eF4URDQbTLhgFEG3LjedFXy/KXgBRWU2rI14A0WpIXdelplXtTtGOnKlTp6Y8cNRG/z79mxRGGE4WH/UGKagCmUR9bt5zal1nr1z25Dg7pYHnDnkO/xCx/74lM85eCSx0aMuspmuqIdA7Wvell15yS9ZhPL20KdKPXmFB8zDUB6LZHdpp5AWQs88+O64QoD4eBQ9dp16otfXWCyD65at5XTrNdsiQIXbHHXe4IBrGwCFqwO3SpUv16buoP73ZUMitTwCt6wlc4UVP9un+pBsE7p/k3D96ztQhnjphta7DOr3QMSBBoeN9Qkfd5s2bZ7///e+rj9Z9/PHH3QoIwkcPA+120eAxBZB3333XvdAqfCiEaLppPCfi6sXGOw9GAUR/VwFEw8o0K0Qv5AocKmPoTJWwBg79O9QDoxUjrQohNbwn8Ex40g0C90/47h9CR+042h7H0UNCD+7XXnvNBZB33nnHvUvQi6/mZugk2ngDiDeOXdf58MMPu7KMrk9be9UvElYaRa9TbRU46lpORXB4UT057p/who7+8xMTOj6YnBmhI9Ax6EhP3vRSzctQ6UUNwPfee68bHqapsgodaq5UA6gCRV0UUHR6rVZLtHKikKFdNtrGq2XK+ox0TwX1H2kyqg7jI3AAaAiGg/kROlAn1eOHDx/utt+qVKaSmUomChDqAbnzzjtdgFBPx8kotKhUo1kcGjqmUew63E6zQcK20qPAoZ0+Glam5lqkloLqrFmzQr0qlkrcP+G9f7w5HY29ZArKK2gwnYC7bNkytwtGB9Np54oGkakEo9kW2q7r0Vh1bTv1TtKNpzyTbJMnT7YlS5a4/pbY2RxaKg1iKBqAzOOVV/o+kZjyyppbKa9kBA2C0jwGb9iV3olr+ibqphdg9WU8++yzbgVEZ6Wo3KKyjGaEaLVADalfffWVaxrV6bk6eTjMgUOefPJJ98s9cOBAN0TNu2hHFgDEg/KKX7if/ZM4COrDDz9079orKircO/JDhw6l+qallZycHLeKsXjxYtu5c6c7jl5LmRr2pRHt2gmj/6ehcWGnxb/aLpqUCgDxoLziR3mlBgZBJZb6PDSrRasfsYfMAUBTKK9cMi8x5ZW//TozyiucvVKDfqiieRJoPK1sqEcCAJoizl7xa/LllVjqR7j99tutf//+TJ4EQkJ9QDr1WI3KGi64du3aVN+kUKAfLT4PPfSQGweg5/hkorziR+iIod6OTz75xPUjAEg9Ne9OmzbNbXdcv369XXjhha53SIPmmjr60epPM4VU5tWMIaQWoeMoBkEB4fPII4/YxIkTbfz48W4mzIIFC9xcl6efftqaurfeess1N3ft2tWFMe0i0+wbzcDBMTrwctSoUa6RvU2bNkn//uxe8WvyoYNBUEA4RSIR9wI6aNCg6s9pu7U+XrNmTUpvWxjRj1Y7rQYNHTrU9zhKJsorfk2+kVQPSG8QlGqjmjchDIICUksnFmv3U81TqfWxTqvGMfSj1U6lcpXlVF5BODT50KFBUKJBULE06Iq5DADSqR+Nk5CP0TH2t912m+t3URNyKmXQQkWjNfnQwZgSIJzatWvntlzrwMFY+riwsDBltyus/WirVq2iHy2GSnNqOO7Vq1f157Rypvtp3rx5Vl5enpRhhYkoj0Qz6GWqyfd0AAjvlNvevXvb8uXLfWUEfdy3b19r6uhHO7krrrjCNm3aZBs2bKi+9OnTxzWV6s/Jmo5MI6lfk1/pABBe2i47duxY92Jx8cUX22OPPea2hGo3S1NHP9rJ6T6p2d/SqlUra9u2LX0vKcRKB4DQKi4utrlz59o999xjPXr0cO9QtVW0ZnNpU8TBhOkhVbtXnohzqJ4CvU7VVmAtKiqyqVOnWllZme9rdFr4r371Kxfc9HU6V+ujjz6K63ax0gEg1FRC0AV+9KPFb8WKFU1iDPqLR4fqaa6NAocChYbqaWKtptfWpBWzu+66y82/6devn33xxRduI4UmuGpWjuzZs8ftjtJp4W+++aa1b9/eNm/eHPfsE1Y60lyqRvsCADJjqN7q1atdoBg5cqRbHdFk2xEjRvhWR+bMmeNWQLSzU6VO9RDp684666y4bhuhI40x2hcAwi3Z5ZVIA4bqaXVDf8cLGVu3brWlS5fakCFDqr/mr3/9q+utuv76691qSc+ePd2U13gROtJUqkf7hgEHgQEIu0TuXtm/f7/vom2/8QzV85qNa9IKx3333WcDBgyw5s2bu9UL9QpNnz69+msURNRH1KVLF3v77bftlltusSlTpthzzz0X1/1B6EhTqR7tm2ocBAagqSkqKnK7k7yLThpOVK/LAw88YPPnz3fPp6+88oq98cYbNnv2bN92dc080ddplWPSpEmuhKPSTTxoJE1DjPb11yxFD3z9kqhmqYYoAAiDRA4H2759uxUUFFR/Pjc3NyFD9e6++24bPXq0TZgwwX2sXSnamq5gMWPGDFee0c4o9YfEOu+88+zPf/5zXP8WVjrSdLTvCy+8kPLRvqnCQWAAmmJ5paCgwHepLXQ0ZKheaWmpew6N5Q1P83ZJqdFUu19iaZdL586d47o/WOlIM2EZ7ZtKHAQGAA0fqjdmzBjr1KlTdXnm6quvdqvHKpuoP27Lli1u9UOf915PNLdDDacqrwwbNsz10C1atMhd4kHoSNPRvrH0QDr33HPtN7/5TcYHDgBIJ6k4e6W4uNh2797thuqpeVSD9WKH6n399de+lY2ZM2e60Qv6rwaAaQaHAsf9999f/TUXXXSRG7n/29/+1jWdasuswow2NMQjK8qEmbSnLmM9qPQAaCrlFe05f/nll+2aa66p/ryS/d69e91YaABIJe0uUbPneQ+Ps+wWOY26rsofIvbZvz3rJtDG9nSkI3o6kHY4CAxAukjVGPSworySAVIx2jfVOAgMANIPoQNpqa6aJQCEQSrOXgkzQgfSFgeBAQi7VDSShhk9HQAAIClY6QAAICCsdPgROgAACAg9HX6UVwAAQFKw0gEAQEBY6fAjdAAAEBB6OvworwAAgKRgpQMAgABl0EJFoxE6AAAIsqejseUVyxyEDgAAAkIjqR89HQAAIClY6QAAICDsXvEjdAAAEBDKK36UVwAAQFKw0gEAQEAor/gROgAACAjlFT/KKwAAIClY6QAAICCUV/wIHQAABITyih/lFQAAkBSsdAAAEBDKK36EDgAAAkJ5xY/QAQBAQFjp8KOnAwAAJAUrHQAABITyih+hAwCAgFBe8aO8AgAAkoKVDgAAAkJ5xY+VDgAAAi6vNPYSryeeeMLOOOMMy8vLs0suucTWrl170q9/7LHH7JxzzrEWLVpYUVGRTZ061crKymr92oceesiysrLs9ttvj/t2EToAAMggL774ok2bNs1mzZpl69evtwsvvNCuvPJK27VrV61fv2TJErvrrrvc13/22Wf21FNPueuYPn36cV+7bt06W7hwoV1wwQUNum2EDgAAAi6vNPYSj0ceecQmTpxo48ePt/PPP98WLFhgLVu2tKeffrrWr1+9erX179/fRo4c6VZHBg8ebCNGjDhudeTgwYM2atQoW7x4sbVp08YagtABAEAalFf279/vu5SXlx/3/SKRiP3973+3QYMGVX+uWbNm7uM1a9bUehv79evn/o4XMrZu3WpLly61IUOG+L7u1ltvtaFDh/quO140kgIAkAaKiop8H6sc8rvf/c73ue+++84qKyutQ4cOvs/r488//7zW69UKh/7egAEDLBqN2uHDh+3mm2/2lVf++Mc/ulKNyiuNQegAACBAidp9sn37disoKKj+ODc3NyHXu2LFCnvggQds/vz5rul0y5Ytdtttt9ns2bPt7rvvdt9XHy9btsw1pjYGoQMAgIC40kiChoMVFBT4Qkdt2rVrZ9nZ2fbtt9/6Pq+PCwsLa/07ChajR4+2CRMmuI+7d+9uhw4dskmTJtmMGTNc6UVNqL169ar+O1pNWbVqlc2bN8+VefQ964OeDgAAMqSRNCcnx3r37m3Lly+v/lxVVZX7uG/fvrX+ndLSUtf3EcsLESq3XHHFFbZp0ybbsGFD9aVPnz6uqVR/rm/gEFY6AADIINOmTbOxY8e6YHDxxRe7GRxaudBuFhkzZox16tTJHnzwQffx1Vdf7Xa89OzZs7q8otUPfV6BIj8/37p16+b7Hq1atbK2bdse9/m6EDoAAEiD8kp9FRcX2+7du+2ee+6xkpIS69Gjh7311lvVzaVff/21b2Vj5syZbtiX/rtjxw5r3769Cxz333+/JVpWVGsnAAAgYbSltXXr1pY/a5xl5eU06rqiZRE7cO+ztm/fvjp7OsKOng4AAJAUlFcAAMig8kqYEToAAAhIIvJC1DIH5RUAAJAUrHQAABAQyit+hA4AAAJCecWP8goAAEgKVjoAAAgI5RU/QgcAAAGhvOJH6AAAICCsdPjR0wEAAJKClQ4AAAJCecWP0AEAQEAor/hRXgEAAEnBSgcAAAGhvOJH6AAAICCUV/worwAAgKRgpQMAgIBQXvEjdAAAEBDKK36UVwAAQFKw0gEAQFDKI40vj5RHLFNkRaOZtHADAEDqlZWV2ZlnnmklJSUJub7CwkLbtm2b5eXlWTojdAAAEFDwiEQSs0qRk5OT9oFDCB0AACApaCQFAABJQegAAABJQegAAABJQegAAABJQegAAABJQegAAABJQegAAACWDP8PoWywFvK/EjoAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 640x480 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 73%|███████▎  | 733/1000 [00:01<00:00, 676.62it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "➡️➡️➡️⬇️⬇️\n",
      "⬆️⏫️⏩️➡️⬇️\n",
      "⬆️⬅️⏬➡️⬇️\n",
      "⬆️⏩️✅⏪⬇️\n",
      "⬆️⏩️⬆️⬅️⬅️\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|██████████| 1000/1000 [00:01<00:00, 615.41it/s]\n"
     ]
    }
   ],
   "source": [
    "for _ in tqdm.tqdm(range(1000)):\n",
    "    exps = experiencePool.sample_exps(batch_size=batch_size)\n",
    "    for trajectory in exps:\n",
    "        tmpstate, tmpaction, tmpscore, nextState, nextAction, terminal = trajectory\n",
    "        \n",
    "        next_action_value = action_values[nextState].max()\n",
    "        target = tmpscore + (1.0 - terminal) * gamma * next_action_value\n",
    "        TD_error = action_values[tmpstate][tmpaction] - target\n",
    "        \n",
    "        action_values[tmpstate][tmpaction] -= learning_rate * TD_error\n",
    "\n",
    "    if _ % 200 == 0:\n",
    "        policy = np.eye(5)[np.argmax(action_values,axis=1)]\n",
    "        gridworld.showPolicy(policy)\n",
    "    \n",
    "        state_values = np.max(action_values,axis=1)\n",
    "        p = np.argmax(action_values,axis=1)\n",
    "        draw(state_values.reshape(5,5), p)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.12.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
